# Data Mining for Decision Making

- Institution: IIT Mandi
- Department: Computer Science and Engineering
- Teacher: Prof. Varun Dutt
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106106853)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106106853)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Data Mining Explained: Decision Lists & Association Rules Made Simple](https://invisiblenetwork.ai/learn/nptel/106106853/27937b3bb2ac) (Video)
2. [How to Install WEKA: Step-by-Step Guide for Beginners](https://invisiblenetwork.ai/learn/nptel/106106853/cb47fcf0c52d) (Video)
3. [Getting Started with WEKA: A Complete Beginner’s Overview](https://invisiblenetwork.ai/learn/nptel/106106853/008180ffc747) (Video)
4. [Basics of Bayesian Classification: Understanding Probabilistic Learning](https://invisiblenetwork.ai/learn/nptel/106106853/ec5d5974ce15) (Video)
5. [A Deep Dive into Bayesian Classification: Concepts & Intuition building](https://invisiblenetwork.ai/learn/nptel/106106853/636d398f5685) (Video)
6. [Implementing Bayesian Classification Using WEKA](https://invisiblenetwork.ai/learn/nptel/106106853/bff51dcfe29a) (Video)
7. [Bayesian Classification with Numeric Data: Theory & Examples](https://invisiblenetwork.ai/learn/nptel/106106853/7f8650bfad52) (Video)
8. [Decision Trees Explained: From Roots to Leaves](https://invisiblenetwork.ai/learn/nptel/106106853/6f6a0b660e01) (Video)
9. [Building Decision Trees in WEKA: Hands-On Tutorial](https://invisiblenetwork.ai/learn/nptel/106106853/3529ff849d27) (Video)
10. [Neural Networks Fundamentals: How Artificial Brains Learn](https://invisiblenetwork.ai/learn/nptel/106106853/4263d3644560) (Video)
11. [Neural Networks Explained: Architecture & Learning](https://invisiblenetwork.ai/learn/nptel/106106853/cd329c98dd97) (Video)
12. [Implementing Neural Networks in WEKA](https://invisiblenetwork.ai/learn/nptel/106106853/77659468ad26) (Video)
13. [Clustering Basics: Grouping Data Without Labels](https://invisiblenetwork.ai/learn/nptel/106106853/55b82499efd6) (Video)
14. [Clustering Algorithms in WEKA: Practical Demonstration](https://invisiblenetwork.ai/learn/nptel/106106853/74cc30de947c) (Video)
15. [Clustering Techniques Explained: Beyond the Basics](https://invisiblenetwork.ai/learn/nptel/106106853/54475b43b17a) (Video)
16. [Principal Component Analysis (PCA): Dimensionality Reduction Explained](https://invisiblenetwork.ai/learn/nptel/106106853/92d9ca355dc3) (Video)
17. [Applying PCA in WEKA: Step-by-Step Walkthrough](https://invisiblenetwork.ai/learn/nptel/106106853/91f74b4e6dee) (Video)
18. [Linear Regression Explained: Modeling Relationships in Data](https://invisiblenetwork.ai/learn/nptel/106106853/a628c207acee) (Video)
19. [Linear Regression Using WEKA: Practical Implementation](https://invisiblenetwork.ai/learn/nptel/106106853/f8bfd7376630) (Video)
20. [Logistic Regression Basics: Classification Made Easy](https://invisiblenetwork.ai/learn/nptel/106106853/129bc0a9dde5) (Video)
21. [Logistic Regression in WEKA: Hands-On Classification](https://invisiblenetwork.ai/learn/nptel/106106853/00de1c498f01) (Video)
22. [Instance-Based Learning Explained: Learning from Examples](https://invisiblenetwork.ai/learn/nptel/106106853/1a9efd856852) (Video)
23. [Instance-Based Learning in WEKA: KNN and Beyond](https://invisiblenetwork.ai/learn/nptel/106106853/465ec6d1bdeb) (Video)
24. [Market Basket Analysis Explained: Discovering Hidden Patterns](https://invisiblenetwork.ai/learn/nptel/106106853/924d3a44e70c) (Video)
25. [Market Basket Analysis Using WEKA](https://invisiblenetwork.ai/learn/nptel/106106853/4b2addfdb071) (Video)
26. [Linear Discriminant Analysis (LDA): Classification Intuition](https://invisiblenetwork.ai/learn/nptel/106106853/5749419f59c9) (Video)
27. [Linear Discriminant Analysis Explained in Depth](https://invisiblenetwork.ai/learn/nptel/106106853/02d4509b33b7) (Video)
28. [Implementing LDA in WEKA](https://invisiblenetwork.ai/learn/nptel/106106853/0b2958fbcde2) (Video)
29. [Model Evaluation Metrics Explained: Accuracy, Precision & More](https://invisiblenetwork.ai/learn/nptel/106106853/ca95742fc62d) (Video)
30. [Support Vector Machines Explained: Maximum Margin Learning](https://invisiblenetwork.ai/learn/nptel/106106853/f7fae9993fb6) (Video)
31. [Support Vector Machines Deep Dive: Kernels & Optimization](https://invisiblenetwork.ai/learn/nptel/106106853/7868462f5010) (Video)
32. [Advanced SVM Concepts: Kernels, Margins & Hyperparameters](https://invisiblenetwork.ai/learn/nptel/106106853/294d60f1c5e4) (Video)
33. [Support Vector Machines in WEKA: Practical Tutorial](https://invisiblenetwork.ai/learn/nptel/106106853/0661fdb48988) (Video)