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Course10610685333 lectures

Data Mining for Decision Making

Prof. Varun Dutt · IIT Mandi

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Data Mining Explained: Decision Lists & Association Rules Made Simple Video
  2. How to Install WEKA: Step-by-Step Guide for Beginners Video
  3. Getting Started with WEKA: A Complete Beginner’s Overview Video
  4. Basics of Bayesian Classification: Understanding Probabilistic Learning Video
  5. A Deep Dive into Bayesian Classification: Concepts & Intuition building Video
  6. Implementing Bayesian Classification Using WEKA Video
  7. Bayesian Classification with Numeric Data: Theory & Examples Video

Week 2

  1. Decision Trees Explained: From Roots to Leaves Video
  2. Building Decision Trees in WEKA: Hands-On Tutorial Video
  3. Neural Networks Fundamentals: How Artificial Brains Learn Video
  4. Neural Networks Explained: Architecture & Learning Video
  5. Implementing Neural Networks in WEKA Video

Week 3

  1. Clustering Basics: Grouping Data Without Labels Video
  2. Clustering Algorithms in WEKA: Practical Demonstration Video
  3. Clustering Techniques Explained: Beyond the Basics Video
  4. Principal Component Analysis (PCA): Dimensionality Reduction Explained Video
  5. Applying PCA in WEKA: Step-by-Step Walkthrough Video
  6. Linear Regression Explained: Modeling Relationships in Data Video
  7. Linear Regression Using WEKA: Practical Implementation Video
  8. Logistic Regression Basics: Classification Made Easy Video
  9. Logistic Regression in WEKA: Hands-On Classification Video

Week 4

  1. Instance-Based Learning Explained: Learning from Examples Video
  2. Instance-Based Learning in WEKA: KNN and Beyond Video
  3. Market Basket Analysis Explained: Discovering Hidden Patterns Video
  4. Market Basket Analysis Using WEKA Video
  5. Linear Discriminant Analysis (LDA): Classification Intuition Video
  6. Linear Discriminant Analysis Explained in Depth Video
  7. Implementing LDA in WEKA Video
  8. Model Evaluation Metrics Explained: Accuracy, Precision & More Video
  9. Support Vector Machines Explained: Maximum Margin Learning Video
  10. Support Vector Machines Deep Dive: Kernels & Optimization Video
  11. Advanced SVM Concepts: Kernels, Margins & Hyperparameters Video
  12. Support Vector Machines in WEKA: Practical Tutorial Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Mandi
Department
Computer Science and Engineering
Teacher
Prof. Varun Dutt
Level
Undergraduate
Language
English
Subjects
Computer science, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge. Coordinated by IIT Madras.
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