Data Mining with Orange

Описание: Orange is an open-source data visualization, machine learning and data mining toolkit. It features a visual programming front-end for explorative rapid qualitative data analysis and interactive data visualization.

Download Orange: https://orangedatamining.com/download/

Table of Contents
0:00:10 Welcome to Orange Data mining
0:02:18 Data Workflows
0:04:21 Orange Widgets and channels
0:07:12 Loading your data
0:11:24 Hierarchical clustering
0:15:15 Making prediction
0:18:48 Model evaluation and scoring
0:22:16 Add ons
0:25:17 Principal component analysis
0:28:28 Feature scoring and ranking
0:31:16 K-means
0:35:19 K-means clustering
0:45:20 Image analytics - Clustering
0:48:36 Text preprocessing
0:52:22 Text clustering
0:55:10 Text classification
0:59:25 Importing text documents
1:02:12 Multivariate projection - freeviz
1:06:14 Text processing - documents embeddings
1:10:17 Text mining - document to network
1:13:25 Sentiment analysis
1:17:22 Text mining - twitter data analysis

Video tutorials for Orange data mining suite. Explanation of popular data mining algorithms and demonstration of workflow construction in the program.
Introduction to Orange data mining software. Learn about the development of Orange workflows, data loading, basic machine learning algorithms and interactive visualizations.

Credit
This course is created by: Orange Data Mining
YouTube:    / @orangedatamining  
License: Creative Commons Attribution license (reuse allowed)



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