https://onnocenter.or.id/wiki/index.php?action=history&feed=atom&title=Orange%3A_Image_Analytics_Clustering 2026-04-16T23:20:14Z Revision history for this page on the wiki MediaWiki 1.35.4 https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60339&oldid=prev 2020-03-13T21:45:03Z

<p><span dir="auto"><span class="autocomment">Contoh</span></span></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 21:45, 13 March 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l29" >Line 29:</td> <td colspan="2" class="diff-lineno">Line 29:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Data keluaran widget Image Embedding dapat kita periksa menggunakan widget Data Table. Sekarang kita memiliki presentasi numerik / angka dari gambar-gambar. Per gambar ada 2048 representasi numerik (kolom n0 hingga n2047). Dengan feature representasi angka ini, kita dapat menerapkan semua teknik standard machine learning, seperti, clustering.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Data keluaran widget Image Embedding dapat kita periksa menggunakan widget Data Table. Sekarang kita memiliki presentasi numerik / angka dari gambar-gambar. Per gambar ada 2048 representasi numerik (kolom n0 hingga n2047). Dengan feature representasi angka ini, kita dapat menerapkan semua teknik standard machine learning, seperti, clustering.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Mari </del>kita <del class="diffchange diffchange-inline">ukur </del>jarak antara gambar-gambar <del class="diffchange diffchange-inline">ini dan melihat mana </del>yang <del class="diffchange diffchange-inline">paling mirip. Kita </del>menggunakan widget Distances <del class="diffchange diffchange-inline">untuk mengukur jarak</del>. Biasanya, cosine distance paling baik untuk gambar, tetapi anda dapat bereksperimen sendiri. Kemudian kita akan mengirimkan distance matrix ke Hierarchical Clustering untuk memvisualisasikan similar pair di dendrogram.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Untuk mengelompokan berdasarkan kemiripan, </ins>kita <ins class="diffchange diffchange-inline">dapat mengukur </ins>jarak antara gambar-gambar<ins class="diffchange diffchange-inline">. Representasi angka dari gambar </ins>yang <ins class="diffchange diffchange-inline">di peroleh dari widget Image Embedding, kita ukur jaraknya </ins>menggunakan widget Distances. Biasanya, cosine distance paling baik untuk gambar, tetapi anda dapat bereksperimen sendiri. Kemudian kita akan mengirimkan distance matrix ke Hierarchical Clustering untuk memvisualisasikan similar pair di dendrogram.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.20.38.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.20.38.png|center|200px|thumb]]</div></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60338&oldid=prev 2020-03-13T21:19:26Z

<p><span dir="auto"><span class="autocomment">Contoh</span></span></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 21:19, 13 March 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l37" >Line 37:</td> <td colspan="2" class="diff-lineno">Line 37:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.23.38.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.23.38.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Keren abis! Semua </del>keluarga sapi dikelompokkan bersama<del class="diffchange diffchange-inline">! </del>Sekarang kita dapat mengklik cabang dendrogram yang berbeda dan mengamati hewan mana yang termasuk dalam kelompok mana.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Terlihat dengan jelas bahwa </ins>keluarga sapi dikelompokkan bersama<ins class="diffchange diffchange-inline">. </ins>Sekarang kita dapat mengklik cabang dendrogram yang berbeda dan mengamati hewan mana yang termasuk dalam kelompok mana.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Tapi saya tahu apa yang akan anda katakan. </del>anda akan <del class="diffchange diffchange-inline">mengatakan saya </del>curang<del class="diffchange diffchange-inline">. Bahwa saya sengaja memilih </del>gambar yang <del class="diffchange diffchange-inline">mirip </del>untuk menipu <del class="diffchange diffchange-inline">anda</del>.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Kemungkinan </ins>anda akan <ins class="diffchange diffchange-inline">berfikir, ini </ins>curang <ins class="diffchange diffchange-inline">karena </ins>gambar yang <ins class="diffchange diffchange-inline">dipilih sengaja di miripkan </ins>untuk menipu <ins class="diffchange diffchange-inline">:) ...</ins>.  </div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Saya akan </del>membuktikan <del class="diffchange diffchange-inline">anda salah. Saya </del>akan mengambil sapi baru, <del class="diffchange diffchange-inline">katakanlah, </del>sapi paling terkenal di Eropa - sapi Milka.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Untuk </ins>membuktikan <ins class="diffchange diffchange-inline">bahwa ini bukan tipuan, kita </ins>akan mengambil sapi baru, <ins class="diffchange diffchange-inline">disini di ambil </ins>sapi paling terkenal di Eropa - sapi Milka.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Milka cow by miki3d.jpg|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Milka cow by miki3d.jpg|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Gambar ini sangat berbeda dari gambar lain - tidak memiliki latar belakang putih, ini foto asli (belum dipotret) dan sapi <del class="diffchange diffchange-inline">itu </del>menghadap <del class="diffchange diffchange-inline">kami</del>. Akankah <del class="diffchange diffchange-inline"> </del>Image Embedding menemukan representasi numerik yang tepat untuk sapi ini?</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Gambar ini sangat berbeda dari gambar lain - tidak memiliki latar belakang putih, ini foto asli (belum dipotret) dan <ins class="diffchange diffchange-inline">muka </ins>sapi <ins class="diffchange diffchange-inline">Milka </ins>menghadap <ins class="diffchange diffchange-inline">kemuka</ins>. Akankah <ins class="diffchange diffchange-inline">widget </ins>Image Embedding menemukan representasi numerik yang tepat untuk sapi ini?</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.30.41.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.30.41.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Memang dia </del>berhasil. Milka disatukan dengan <del class="diffchange diffchange-inline">semua </del>sapi lainnya.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Tampaknya </ins>berhasil. Milka disatukan dengan sapi lainnya.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Analisis gambar adalah bidang yang sangat menarik dalam pembelajaran mesin dan sekarang Orange juga menjadi bagian darinya! anda perlu menginstal add-on Image Analytics dan anda siap untuk melakukan penelitian anda!</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Analisis gambar adalah bidang yang sangat menarik dalam pembelajaran mesin dan sekarang Orange juga menjadi bagian darinya! anda perlu menginstal add-on Image Analytics dan anda siap untuk melakukan penelitian anda!</div></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60337&oldid=prev 2020-03-13T20:59:59Z

<p><span dir="auto"><span class="autocomment">Contoh</span></span></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 20:59, 13 March 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l27" >Line 27:</td> <td colspan="2" class="diff-lineno">Line 27:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.15.50.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.15.50.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Menggunakan </del>widget  </div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Data keluaran </ins>widget <ins class="diffchange diffchange-inline">Image Embedding dapat kita periksa menggunakan widget Data Table. </ins>Sekarang kita memiliki <ins class="diffchange diffchange-inline">presentasi numerik / </ins>angka <ins class="diffchange diffchange-inline">dari gambar-gambar</ins>. <ins class="diffchange diffchange-inline">Per gambar ada </ins>2048 <ins class="diffchange diffchange-inline">representasi numerik </ins>(kolom n0 hingga n2047). <ins class="diffchange diffchange-inline">Dengan feature representasi angka ini</ins>, kita dapat menerapkan semua teknik standard machine learning, seperti, clustering.</div></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Bagus! </del>Sekarang kita memiliki angka <del class="diffchange diffchange-inline">yang kita inginkan</del>. <del class="diffchange diffchange-inline">Ada </del>2048 <del class="diffchange diffchange-inline">di antaranya </del>(kolom n0 hingga n2047). <del class="diffchange diffchange-inline">Mulai sekarang</del>, kita dapat menerapkan semua teknik standard machine learning, seperti, clustering.</div></td><td colspan="2"> </td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Mari kita ukur jarak antara gambar-gambar ini dan melihat mana yang paling mirip. <del class="diffchange diffchange-inline">Kami </del>menggunakan Distances <del class="diffchange diffchange-inline">widget  </del>untuk mengukur jarak. Biasanya, cosine distance paling baik untuk gambar, tetapi anda dapat bereksperimen sendiri. Kemudian kita akan mengirimkan distance matrix ke Hierarchical Clustering untuk memvisualisasikan similar pair di dendrogram.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Mari kita ukur jarak antara gambar-gambar ini dan melihat mana yang paling mirip. <ins class="diffchange diffchange-inline">Kita </ins>menggunakan <ins class="diffchange diffchange-inline">widget </ins>Distances untuk mengukur jarak. Biasanya, cosine distance paling baik untuk gambar, tetapi anda dapat bereksperimen sendiri. Kemudian kita akan mengirimkan distance matrix ke Hierarchical Clustering untuk memvisualisasikan similar pair di dendrogram.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.20.38.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.20.38.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Ini terlihat sangat menjanjikan! Semua </del>hewan <del class="diffchange diffchange-inline">yang tepat dikelompokkan bersama</del>. <del class="diffchange diffchange-inline">Tapi saya </del>tidak <del class="diffchange diffchange-inline">bisa </del>melihat <del class="diffchange diffchange-inline">hasilnya dengan baik di dendrogram</del>. <del class="diffchange diffchange-inline">Saya ingin </del>melihat gambar - <del class="diffchange diffchange-inline">dengan Image Viewer!</del></div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Hasilnya, semua </ins>hewan <ins class="diffchange diffchange-inline">secara benar masuk kelompoknya</ins>. <ins class="diffchange diffchange-inline">Dalam dendogram hasil pengelompokan, kita </ins>tidak melihat <ins class="diffchange diffchange-inline">gambar hewan</ins>. <ins class="diffchange diffchange-inline">Kita dapat menggunakan widget Image Viewer untuk </ins>melihat gambar-<ins class="diffchange diffchange-inline">nya.</ins></div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.23.38.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.23.38.png|center|200px|thumb]]</div></td></tr> <tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l52" >Line 52:</td> <td colspan="2" class="diff-lineno">Line 51:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Memang dia berhasil. Milka disatukan dengan semua sapi lainnya.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Memang dia berhasil. Milka disatukan dengan semua sapi lainnya.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Analisis gambar adalah bidang yang sangat menarik dalam pembelajaran mesin dan sekarang Orange juga menjadi bagian darinya! <del class="diffchange diffchange-inline">Anda </del>perlu menginstal add Image Analytics dan <del class="diffchange diffchange-inline">Anda </del>siap untuk penelitian <del class="diffchange diffchange-inline">Anda</del>!</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Analisis gambar adalah bidang yang sangat menarik dalam pembelajaran mesin dan sekarang Orange juga menjadi bagian darinya! <ins class="diffchange diffchange-inline">anda </ins>perlu menginstal add<ins class="diffchange diffchange-inline">-on </ins>Image Analytics dan <ins class="diffchange diffchange-inline">anda </ins>siap untuk <ins class="diffchange diffchange-inline">melakukan </ins>penelitian <ins class="diffchange diffchange-inline">anda</ins>!</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Referensi==</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Referensi==</div></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60336&oldid=prev 2020-03-13T20:52:31Z

<p><span dir="auto"><span class="autocomment">Contoh</span></span></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 20:52, 13 March 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l9" >Line 9:</td> <td colspan="2" class="diff-lineno">Line 9:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Contoh==</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Contoh==</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Di sini </del>kita <del class="diffchange diffchange-inline">memiliki </del>19 gambar hewan peliharaan. Pertama, unduh gambar dan unzip. Kemudian gunakan widget Import Images dari add-on Orange<del class="diffchange diffchange-inline">'s </del>Image Analytics dan buka direktori yang berisi gambar.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Dalam workflow contoh, </ins>kita <ins class="diffchange diffchange-inline">akan menggunakan </ins>19 gambar hewan peliharaan. Pertama, unduh gambar dan unzip. Kemudian gunakan widget Import Images dari add-on Orange Image Analytics dan buka direktori yang berisi gambar.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:ImportImages.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:ImportImages.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Kami dapat memvisualisasikan gambar dalam </del>Image Viewer <del class="diffchange diffchange-inline">widget. Inilah </del>workflow <del class="diffchange diffchange-inline">kami sejauh </del>ini<del class="diffchange diffchange-inline">, dengan gambar yang ditampilkan di Image Viewer:</del></div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Gambar hewan bisa divisualisasikan menggunakan widget </ins>Image Viewer<ins class="diffchange diffchange-inline">, seperti </ins>workflow <ins class="diffchange diffchange-inline">berikut </ins>ini<ins class="diffchange diffchange-inline">.</ins></div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Image-viewer.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Image-viewer.png|center|200px|thumb]]</div></td></tr> <tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l19" >Line 19:</td> <td colspan="2" class="diff-lineno">Line 19:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.07.36.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.07.36.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Tapi apa yang </del>kita <del class="diffchange diffchange-inline">lihat di </del>tabel data<del class="diffchange diffchange-inline">? Hanya </del>beberapa deskripsi gambar <del class="diffchange diffchange-inline">yang tidak berguna (</del>nama file, lokasi file, ukurannya, dan lebar dan tinggi gambar<del class="diffchange diffchange-inline">)</del>.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Jika </ins>kita <ins class="diffchange diffchange-inline">perhatikan baik-baik, isi </ins>tabel data <ins class="diffchange diffchange-inline">hanya </ins>beberapa deskripsi gambar<ins class="diffchange diffchange-inline">, seperti, </ins>nama file, lokasi file, ukurannya, dan lebar dan tinggi gambar<ins class="diffchange diffchange-inline">. Informasi ini tidak bisa membantu kita untuk melakukan machine learning</ins>.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.11.06.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.11.06.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Ini tidak bisa membantu kita dengan </del>machine learning<del class="diffchange diffchange-inline">. Seperti yang dikatakan sebelumnya, </del>kita membutuhkan angka. Untuk memperoleh representasi numerik dari gambar-gambar <del class="diffchange diffchange-inline">ini</del>, kita <del class="diffchange diffchange-inline">akan </del>mengirim gambar ke <del class="diffchange diffchange-inline"> </del>Image Embedding <del class="diffchange diffchange-inline">widget</del>.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Untuk melakukan </ins>machine learning kita membutuhkan angka. Untuk memperoleh representasi numerik dari gambar-gambar, kita mengirim gambar ke <ins class="diffchange diffchange-inline">widget </ins>Image Embedding.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.15.50.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.15.50.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">Menggunakan widget </ins></div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Bagus! Sekarang kita memiliki angka yang kita inginkan. Ada 2048 di antaranya (kolom n0 hingga n2047). Mulai sekarang, kita dapat menerapkan semua teknik standard machine learning, seperti, clustering.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Bagus! Sekarang kita memiliki angka yang kita inginkan. Ada 2048 di antaranya (kolom n0 hingga n2047). Mulai sekarang, kita dapat menerapkan semua teknik standard machine learning, seperti, clustering.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60335&oldid=prev 2020-03-13T07:07:36Z

<p><span dir="auto"><span class="autocomment">Terkait: Video pada image clustering</span></span></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 07:07, 13 March 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l5" >Line 5:</td> <td colspan="2" class="diff-lineno">Line 5:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Untuk mengambil angka dari data yang tidak terstruktur, Orange dapat menggunakan deep network embedder. Orange baru saja mulai memasukkan berbagai embedders di Orange pada widget Image Embedding, dan untuk saat ini, sudah tersedia untuk teks dan gambar.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Untuk mengambil angka dari data yang tidak terstruktur, Orange dapat menggunakan deep network embedder. Orange baru saja mulai memasukkan berbagai embedders di Orange pada widget Image Embedding, dan untuk saat ini, sudah tersedia untuk teks dan gambar.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">==Terkait: Video pada image clustering==</del></div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Pada kesempatan ini</ins>, <ins class="diffchange diffchange-inline">kita akan mengambil </ins>contoh image embedding dan menunjukkan betapa mudahnya menggunakannya di Orange. Secara teknis, Orange akan mengirim gambar ke server, di mana server akan mendorong gambar melalui pre-trained deep neural network, seperti Google Inception v3. Deep network sering dilatih dengan tujuan <ins class="diffchange diffchange-inline">tertentu</ins>. Inception v3, misalnya, dapat mengklasifikasikan gambar ke dalam salah satu dari 1.000 <ins class="diffchange diffchange-inline">class </ins>gambar. Kita dapat <ins class="diffchange diffchange-inline">saja </ins>mengabaikan klasifikasi <ins class="diffchange diffchange-inline">yang bisa disarankan</ins>, sebagai gantinya mempertimbangkan <ins class="diffchange diffchange-inline">penultimate layer </ins>dari <ins class="diffchange diffchange-inline">network </ins>dengan 2048 node (angka) dan menggunakannya untuk image’s vector-based representation.</div></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div> </div></td><td colspan="2"> </td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Di sini</del>, <del class="diffchange diffchange-inline">kami memberikan </del>contoh image embedding dan menunjukkan betapa mudahnya menggunakannya di Orange. Secara teknis, Orange akan mengirim gambar ke server, di mana server akan mendorong gambar melalui pre-trained deep neural network, seperti Google Inception v3. Deep network sering dilatih dengan tujuan <del class="diffchange diffchange-inline">khusus</del>. Inception v3, misalnya, dapat mengklasifikasikan gambar ke dalam salah satu dari 1.000 <del class="diffchange diffchange-inline">kelas </del>gambar. Kita dapat mengabaikan klasifikasi, sebagai gantinya mempertimbangkan <del class="diffchange diffchange-inline">lapisan kedua </del>dari <del class="diffchange diffchange-inline">belakang jaringan </del>dengan 2048 node (angka) dan menggunakannya untuk image’s vector-based representation.</div></td><td colspan="2"> </td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Contoh==</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Contoh==</div></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60334&oldid=prev 2020-03-13T06:35:15Z

<p></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 06:35, 13 March 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l3" >Line 3:</td> <td colspan="2" class="diff-lineno">Line 3:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Data tidak selalu datang dalam bentuk tabel yang bagus. Data juga dapat berupa kumpulan teks, rekaman audio, materi video atau bahkan gambar. Namun, komputer hanya dapat bekerja dengan angka, jadi untuk setiap data mining, kita perlu mengubah data yang tidak terstruktur tersebut menjadi representasi vektor.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Data tidak selalu datang dalam bentuk tabel yang bagus. Data juga dapat berupa kumpulan teks, rekaman audio, materi video atau bahkan gambar. Namun, komputer hanya dapat bekerja dengan angka, jadi untuk setiap data mining, kita perlu mengubah data yang tidak terstruktur tersebut menjadi representasi vektor.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Untuk mengambil angka dari data yang tidak terstruktur, Orange dapat menggunakan deep network embedder. Orange baru saja mulai memasukkan berbagai embedders di Orange, dan untuk saat ini, sudah tersedia untuk teks dan gambar.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Untuk mengambil angka dari data yang tidak terstruktur, Orange dapat menggunakan deep network embedder. Orange baru saja mulai memasukkan berbagai embedders di Orange <ins class="diffchange diffchange-inline">pada widget Image Embedding</ins>, dan untuk saat ini, sudah tersedia untuk teks dan gambar.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Terkait: Video pada image clustering==</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Terkait: Video pada image clustering==</div></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60333&oldid=prev 2020-03-13T06:34:38Z

<p></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 06:34, 13 March 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l3" >Line 3:</td> <td colspan="2" class="diff-lineno">Line 3:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Data tidak selalu datang dalam bentuk tabel yang bagus. Data juga dapat berupa kumpulan teks, rekaman audio, materi video atau bahkan gambar. Namun, komputer hanya dapat bekerja dengan angka, jadi untuk setiap data mining, kita perlu mengubah data yang tidak terstruktur tersebut menjadi representasi vektor.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Data tidak selalu datang dalam bentuk tabel yang bagus. Data juga dapat berupa kumpulan teks, rekaman audio, materi video atau bahkan gambar. Namun, komputer hanya dapat bekerja dengan angka, jadi untuk setiap data mining, kita perlu mengubah data yang tidak terstruktur tersebut menjadi representasi vektor.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Untuk mengambil angka dari data yang tidak terstruktur, Orange dapat menggunakan deep network embedder. <del class="diffchange diffchange-inline">Kita </del>baru saja mulai memasukkan berbagai embedders di Orange, dan untuk saat ini, <del class="diffchange diffchange-inline">mereka </del>tersedia untuk teks dan gambar.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Untuk mengambil angka dari data yang tidak terstruktur, Orange dapat menggunakan deep network embedder. <ins class="diffchange diffchange-inline">Orange </ins>baru saja mulai memasukkan berbagai embedders di Orange, dan untuk saat ini, <ins class="diffchange diffchange-inline">sudah </ins>tersedia untuk teks dan gambar.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Terkait: Video pada image clustering==</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Terkait: Video pada image clustering==</div></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60332&oldid=prev 2020-03-13T06:17:58Z

<p><span dir="auto"><span class="autocomment">Contoh</span></span></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 06:17, 13 March 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l11" >Line 11:</td> <td colspan="2" class="diff-lineno">Line 11:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Contoh==</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Contoh==</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Di sini kita memiliki 19 gambar hewan peliharaan. Pertama, unduh gambar dan unzip. Kemudian <del class="diffchange diffchange-inline">gunakanImport </del>Images <del class="diffchange diffchange-inline">widget </del>dari add-on Orange's Image Analytics dan buka direktori yang berisi gambar.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Di sini kita memiliki 19 gambar hewan peliharaan. Pertama, unduh gambar dan unzip. Kemudian <ins class="diffchange diffchange-inline">gunakan widget Import </ins>Images dari add-on Orange's Image Analytics dan buka direktori yang berisi gambar.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:ImportImages.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:ImportImages.png|center|200px|thumb]]</div></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=60131&oldid=prev 2020-02-29T01:18:24Z

<p></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 01:18, 29 February 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l1" >Line 1:</td> <td colspan="2" class="diff-lineno">Line 1:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Sumber: https://orange.biolab.si/blog/2017/04/03/image-analytics-clustering/</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Sumber: https://orange.biolab.si/blog/2017/04/03/image-analytics-clustering/</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Data tidak selalu datang dalam bentuk tabel yang bagus. Data juga dapat berupa kumpulan teks, rekaman audio, materi video atau bahkan gambar. Namun, komputer hanya dapat bekerja dengan angka, jadi untuk setiap <del class="diffchange diffchange-inline">penambangan </del>data, kita perlu mengubah data yang tidak terstruktur tersebut menjadi representasi vektor.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Data tidak selalu datang dalam bentuk tabel yang bagus. Data juga dapat berupa kumpulan teks, rekaman audio, materi video atau bahkan gambar. Namun, komputer hanya dapat bekerja dengan angka, jadi untuk setiap data <ins class="diffchange diffchange-inline">mining</ins>, kita perlu mengubah data yang tidak terstruktur tersebut menjadi representasi vektor.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Untuk mengambil angka dari data yang tidak terstruktur, Orange dapat menggunakan deep network embedder. Kita baru saja mulai memasukkan berbagai embedders di Orange, dan untuk saat ini, mereka tersedia untuk teks dan gambar.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Untuk mengambil angka dari data yang tidak terstruktur, Orange dapat menggunakan deep network embedder. Kita baru saja mulai memasukkan berbagai embedders di Orange, dan untuk saat ini, mereka tersedia untuk teks dan gambar.</div></td></tr> </table>

Onnowpurbo https://onnocenter.or.id/wiki/index.php?title=Orange:_Image_Analytics_Clustering&diff=59511&oldid=prev 2020-01-29T04:25:55Z

<p><span dir="auto"><span class="autocomment">Contoh</span></span></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 04:25, 29 January 2020</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l31" >Line 31:</td> <td colspan="2" class="diff-lineno">Line 31:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Bagus! Sekarang kita memiliki angka yang kita inginkan. Ada 2048 di antaranya (kolom n0 hingga n2047). Mulai sekarang, kita dapat menerapkan semua teknik standard machine learning, seperti, clustering.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Bagus! Sekarang kita memiliki angka yang kita inginkan. Ada 2048 di antaranya (kolom n0 hingga n2047). Mulai sekarang, kita dapat menerapkan semua teknik standard machine learning, seperti, clustering.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Let us measure the distance between these images and see which are the most similar</del>. <del class="diffchange diffchange-inline">We used </del>Distances widget <del class="diffchange diffchange-inline">to measure the distance</del>. <del class="diffchange diffchange-inline">Normally</del>, cosine distance <del class="diffchange diffchange-inline">works best for images</del>, <del class="diffchange diffchange-inline">but you can experiment on your own</del>. <del class="diffchange diffchange-inline">Then we passed the </del>distance matrix <del class="diffchange diffchange-inline">to </del>Hierarchical Clustering <del class="diffchange diffchange-inline">to visualize </del>similar <del class="diffchange diffchange-inline">pairs in a </del>dendrogram.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Mari kita ukur jarak antara gambar-gambar ini dan melihat mana yang paling mirip</ins>. <ins class="diffchange diffchange-inline">Kami menggunakan </ins>Distances widget <ins class="diffchange diffchange-inline"> untuk mengukur jarak</ins>. <ins class="diffchange diffchange-inline">Biasanya</ins>, cosine distance <ins class="diffchange diffchange-inline">paling baik untuk gambar</ins>, <ins class="diffchange diffchange-inline">tetapi anda dapat bereksperimen sendiri</ins>. <ins class="diffchange diffchange-inline">Kemudian kita akan mengirimkan </ins>distance matrix <ins class="diffchange diffchange-inline">ke </ins>Hierarchical Clustering <ins class="diffchange diffchange-inline">untuk memvisualisasikan </ins>similar <ins class="diffchange diffchange-inline">pair di </ins>dendrogram.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.20.38.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.20.38.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">This looks very promising</del>! <del class="diffchange diffchange-inline">All the right animals are grouped together</del>. <del class="diffchange diffchange-inline">But I can’t see the results so well in the </del>dendrogram. <del class="diffchange diffchange-inline">I want to see the images </del>- <del class="diffchange diffchange-inline">with </del>Image Viewer!</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Ini terlihat sangat menjanjikan</ins>! <ins class="diffchange diffchange-inline">Semua hewan yang tepat dikelompokkan bersama</ins>. <ins class="diffchange diffchange-inline">Tapi saya tidak bisa melihat hasilnya dengan baik di </ins>dendrogram. <ins class="diffchange diffchange-inline">Saya ingin melihat gambar </ins>- <ins class="diffchange diffchange-inline">dengan </ins>Image Viewer!</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.23.38.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.23.38.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">So cool</del>! <del class="diffchange diffchange-inline">All the cow family is grouped together</del>! <del class="diffchange diffchange-inline">Now we can click on different branches of the </del>dendrogram <del class="diffchange diffchange-inline">and observe which animals belong to which group</del>.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Keren abis</ins>! <ins class="diffchange diffchange-inline">Semua keluarga sapi dikelompokkan bersama</ins>! <ins class="diffchange diffchange-inline">Sekarang kita dapat mengklik cabang </ins>dendrogram <ins class="diffchange diffchange-inline">yang berbeda dan mengamati hewan mana yang termasuk dalam kelompok mana</ins>.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">But I know what you are going to say</del>. <del class="diffchange diffchange-inline">You are going to say I am cheating</del>. <del class="diffchange diffchange-inline">That I intentionally selected similar images to trick you</del>.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Tapi saya tahu apa yang akan anda katakan</ins>. <ins class="diffchange diffchange-inline">anda akan mengatakan saya curang</ins>. <ins class="diffchange diffchange-inline">Bahwa saya sengaja memilih gambar yang mirip untuk menipu anda</ins>.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">I will prove you wrong</del>. <del class="diffchange diffchange-inline">I will take a new cow</del>, <del class="diffchange diffchange-inline">say</del>, <del class="diffchange diffchange-inline">the most famous cow in Europe </del>- Milka <del class="diffchange diffchange-inline">cow</del>.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Saya akan membuktikan anda salah</ins>. <ins class="diffchange diffchange-inline">Saya akan mengambil sapi baru</ins>, <ins class="diffchange diffchange-inline">katakanlah</ins>, <ins class="diffchange diffchange-inline">sapi paling terkenal di Eropa </ins>- <ins class="diffchange diffchange-inline">sapi </ins>Milka.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Milka cow by miki3d.jpg|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Milka cow by miki3d.jpg|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">This image is quite different from the other images </del>- <del class="diffchange diffchange-inline">it doesn’t have a white background</del>, <del class="diffchange diffchange-inline">it’s a real </del>(<del class="diffchange diffchange-inline">yet photoshopped</del>) <del class="diffchange diffchange-inline">photo and the cow is facing us</del>. <del class="diffchange diffchange-inline">Will the </del>Image Embedding <del class="diffchange diffchange-inline">find the right numerical representation for this cow</del>?</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Gambar ini sangat berbeda dari gambar lain </ins>- <ins class="diffchange diffchange-inline">tidak memiliki latar belakang putih</ins>, <ins class="diffchange diffchange-inline">ini foto asli </ins>(<ins class="diffchange diffchange-inline">belum dipotret</ins>) <ins class="diffchange diffchange-inline">dan sapi itu menghadap kami</ins>. <ins class="diffchange diffchange-inline">Akankah  </ins>Image Embedding <ins class="diffchange diffchange-inline">menemukan representasi numerik yang tepat untuk sapi ini</ins>?</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.30.41.png|center|200px|thumb]]</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>[[File:Screen-Shot-2017-03-29-at-10.30.41.png|center|200px|thumb]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Indeed it has</del>. Milka <del class="diffchange diffchange-inline">is nicely put together with all the other cows</del>.</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Memang dia berhasil</ins>. Milka <ins class="diffchange diffchange-inline">disatukan dengan semua sapi lainnya</ins>.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del class="diffchange diffchange-inline">Image analytics is such an exciting field in machine learning and now </del>Orange <del class="diffchange diffchange-inline">is a part of it too</del>! <del class="diffchange diffchange-inline">You need to install the </del>Image Analytics <del class="diffchange diffchange-inline">add on and you are all set for your research</del>!</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins class="diffchange diffchange-inline">Analisis gambar adalah bidang yang sangat menarik dalam pembelajaran mesin dan sekarang </ins>Orange <ins class="diffchange diffchange-inline">juga menjadi bagian darinya</ins>! <ins class="diffchange diffchange-inline">Anda perlu menginstal add </ins>Image Analytics <ins class="diffchange diffchange-inline">dan Anda siap untuk penelitian Anda</ins>!</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Referensi==</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Referensi==</div></td></tr> </table>

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