Orange
Machine Learning open source dan visualisasi data untuk pemula dan ahli. Workflow analisis data interaktif dengan toolbox yang banyak.
Youtube
Referensi
- https://orange.biolab.si/getting-started/
- http://www.saedsayad.com/data_mining_map.htm
- https://orange.biolab.si/
- https://orange.biolab.si/workflows/
Konsep
Instalasi
- Orange: Upgrade ke Python3
- Orange: Compile Python Terakhir
- Orange: Instalasi
- Orange: Install Ubuntu 18.04
- Orange: Lokasi Dataset
- Orange: Menjalankan
Contoh Data Mining
- Orange: Iris
- Orange: Misclassifications
- Orange: Cross Validation
- Orange: Feature Ranking
- Orange: Cluster Inspection
- Orange: Hierarchical Clustering Example
- Orange: Principal Component Analysis
- Orange: Classification Tree
- Orange: Pivot Table Example
- Orange: Visalization of Data Subsets
- Orange: Interactive Visualizations
- Orange: Word Cloud dari File Text
- Orange: Word Cloud dari Dokumen
- Orange: Bag of Words
- Orange: Bag of Words 2
- Orange: Text Analysis
- Orange: untuk Politik
- Orange: Sentimen Analysis Bahasa Indonesia
- Orange: Image Analysis
- Orange: Tweeter Analysis
Data
- Orange: Financial Datasets
- Orange: The Data
- Orange: Loading Your Data
- Orange: File
- Orange: CSV File Import
- Orange: Datasets
- Orange: SQL Table
- Orange: Save Data
- Orange: Data Info
- Orange: Data Table
- Orange: Select Columns
- Orange: Select Rows
- Orange: Data Sampler belum
- Orange; Transpose
- Orange: Discretize
- Orange: Continuize
- Orange: Create Class
- Orange: Randomize
- Orange: Concatenate
- Orange: Select by Data Index
- Orange: Paint Data
- Orange: Pivot Table
- Orange: Python Script
- Orange: Feature Constructor
- Orange: Edit Domain
- Orange: Impute
- Orange: Merge Data
- Orange: Outliers
- Orange: Preprocess
- Orange: Apply Domain
- Orange: Purge Domain
- Orange: Rank
- Orange: Correlations
- Orange: Color
- Orange: Feature Statistics
- Orange: Neighbors
Visualization
- Orange: Box Plot
- Orange: Distributions
- Orange: Heat Map
- Orange: Scatter Plot
- Orange: Line Plot
- Orange: Venn Diagram
- Orange: Linear Projection
- Orange: Sieve Diagram
- Orange: Pythagorean Tree
- Orange: Pythagorean Forest
- Orange: CN2 Rule Viewer
- Orange: Mosaic Display
- Orange: Silhouette Plot
- Orange: Tree Viewer
- Orange: Nomogram
- Orange: FreeViz
- Orange: Radviz
Model
- Orange: Constant
- Orange: CN2 Rule Induction
- Orange: Calibrated Learner
- Orange: kNN
- Orange: Tree
- Orange: Random Forest
- Orange: SVM
- Orange: Linear Regression
- Orange: Logistic Regression
- Orange: Naive Bayes
- Orange: AdaBoost
- Orange: Neural Network
- Orange: Stochastic Gradient Descent
- Orange: Stacking
- Orange: Load Model
- Orange: Save Model
Evaluate
- Orange: Calibration Plot
- Orange: Confusion Matrix
- Orange: Lift Curve
- Orange: Predictions
- Orange: ROC Analysis
- Orange: Test and Score
Unsupervised
- Orange: PCA
- Orange: Correspondence Analysis
- Orange: Distance Map
- Orange: Distances
- Orange: Distance Matrix
- Orange: Distance Transformation
- Orange: Distance File
- Orange: Save Distance Matrix
- Orange: Hierarchical Clustering
- Orange: k-Means
- Orange: Louvain Clustering
- Orange: DBSCAN
- Orange: MDS
- Orange: t-SNE
- Orange: Manifold Learning
- Orange: Self-Organizing Map
File & Data Format
- Orange: Network .pajek
- Orange: Network .gml
- Orange: Membuat Data File dengan Python
- Orange: Data Format
Modelling
Text Mining
- Orange: Concordance
- Orange: Text Preprocessing
- Orange: Word Cloud
- Orange: Sentimen Analysis
- Orange: Import Documents
- Orange: The Guardian
- Orange: NY Times
- Orange: Pubmed
Time Series
Youtube
- https://www.youtube.com/watch?v=bINV2-YoR_4 (Aplikasi Orange)
- https://youtu.be/Xbxo6gWTp_8 (Word Cloud dari Wikipedia)
- https://www.youtube.com/watch?v=RzHaWsU-z54