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/
- AI: Orek2an Strategi AI Indonesia
Konsep
Instalasi
- Orange: Upgrade ke Python3
- Orange: Compile Python Terakhir
- Orange: Instalasi
- Orange: Install Ubuntu 18.04
- Orange: Install 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
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