Orange

Machine Learning open source dan visualisasi data untuk pemula dan ahli. Workflow analisis data interaktif dengan toolbox yang banyak.

Youtube

• https://www.youtube.com/channel/UClKKWBe2SCAEyv7ZNGhIe4g

Referensi

• https://orange.biolab.si/getting-started/
• http://www.saedsayad.com/data_mining_map.htm
• https://orange.biolab.si/
• https://orange.biolab.si/workflows/
• AI: Orek2an Strategi AI Indonesia

Konsep

• Data Science
• Society 5.0

Instalasi

• Orange: Install dengan Anaconda Ubuntu 20.04.1 RECOMMENDED
• Orange: Install dengan Anaconda Ubuntu 22.04.1
• Orange: Install dengan pip di Ubuntu 22.04
• Orange: Upgrade ke Python3
• Orange: Compile Python Terakhir
• Orange: Instalasi
• Orange: Install Ubuntu 18.04 JANGAN DIPAKAI - GAGAL
• Orange: Install Ubuntu 20.04 JANGAN DIPAKAI - GAGAL
• Orange: Install dengan Anaconda
• Orange: Install dengan Anaconda Ubuntu 20.04
• 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: Text Prediction
• Orange: untuk Politik
• Orange: Sentimen Analysis Bahasa Indonesia
• Orange: Image Analysis
• Orange: Tweeter Analysis
• Orange: Data Mining for Business and Public Administration
• Orange: Automasi Penjurian SATU Indonesia AWARDS

Data

• Orange: Financial Datasets
• Orange: The Data
• Orange: Data Format en
• Orange: Loading Your Data
• Orange: Membuat Data File dengan Python
• 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
• 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: Model Overview
• 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
• Orange: Metric Evaluation 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

Text Mining

• Orange: Corpus
• Orange: Import Documents
• Orange: The Guardian
• Orange: NY Times
• Orange: Pubmed
• Orange: Twitter
• Orange: Wikipedia
• Orange: Text Preprocessing
• Orange: Bag of Words
• Orange: Similarity Hashing
• Orange: Sentiment Analysis
• Orange: Tweet Profiler
• Orange: Topic Modelling
• Orange: Word Cloud
• Orange: Corpus Viewer
• Orange: Concordance
• Orange: Document Map
• Orange: Word Enrichment
• Orange: Duplicate Detection
• Orange: Corpus to Network
• YOUTUBE: Membuat API Key untuk Akses Twitter, The Guardian, NY Times

Image Analysis

• Orange: Image Analytics Clustering
• Orange: Image Analysis
• Orange: Import Images
• Orange: Image Viewer
• Orange: Image Embedding
• Orange: Image Grid
• Orange: Save Images

Networks

• Orange: Network File
• Orange: Network Explorer
• Orange: Network Generator
• Orange: Network Analysis
• Orange: Network Clustering
• Orange: Network Of Groups
• Orange: Network From Distances
• Orange: Single Mode

Time Series

• Data Science: Time Series Dataset
• Orange: Yahoo Finance
• Orange: As Timeseries <- problem
• Orange: Interpolate
• Orange: Moving Transform
• Orange: Line Chart
• Orange: Periodogram
• Orange: Correlogram
• Orange: Spiralogram
• Orange: Granger Causality
• Orange: ARIMA Model
• Orange: VAR Model
• Orange: Model Evaluation
• Orange: Time Slice
• Orange: Aggregate
• Orange: Difference
• Orange: Seasonal Adjustment

Youtube

• YOUTUBE: Data Science & Data Engineering
• YOUTUBE: Big Data & Data Science
• YOUTUBE: Society 5.0
• https://www.youtube.com/watch?v=bINV2-YoR_4 (Aplikasi Orange)
• https://www.youtube.com/watch?v=RzHaWsU-z54

Pranala Menarik

• Process Mining