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Course11010709260 lectures

Business analytics and data mining Modeling using R

Prof. Gaurav Dixit · IIT Roorkee

Start with lecture 1 At NPTEL

Lectures

Unit 1

  1. Lecture 1 INTRODUCTION Video
  2. Lecture 2 DATA MINING PROCESS Video
  3. Lecture 3 INTRODUCTION TO R Video
  4. Lecture 4 BASIC STATISTICS Video
  5. Lecture 5 BASIC STATISTICS PART-2 Video

Unit 2

  1. Lecture 6 PARTITIONING PROCESS Video
  2. Lecture 7 VISUALIZATION TECHNIQUES Video
  3. Lecture 8 VISUALIZATION TECHNIQUES PART-2 Video
  4. Lecture 9 VISUALIZATION TECHNIQUES PART-3 Video
  5. Lecture 10 VISUALIZATION TECHNIQUES PART-4 Video

Unit 3

  1. Lecture 11 VISUALIZATION TECHNIQUES PART-5 Video
  2. Lecture 12 VISUALIZATION TECHNIQUES PART-6 Video
  3. Lecture 13 DIMENSION REDUCTION TECHNIQUES Video
  4. Lecture 14 DIMENSION REDUCTION TECHNIQUES PART-2 Video
  5. Lecture 15 DIMENSION REDUCTION TECHNIQUES PART-3 Video

Unit 4

  1. Lecture 16 PERFORMANCE METRICS Video
  2. Lecture 17 PERFORMANCE METRICS PART-2 Video
  3. Lecture 18 PERFORMANCE METRICS PART-3 Video
  4. Lecture 19 PERFORMANCE METRICS PART-4 Video
  5. Lecture 20 PERFORMANCE METRICS PART-5 Video

Unit 5

  1. Lecture 21 PREDICTION PERFORMANCE Video
  2. Lecture 22 MULTIPLE LINEAR REGRESSION Video
  3. Lecture 23 MULTIPLE LINEAR REGRESSION PART-2 Video
  4. Lecture 24 MULTIPLE LINEAR REGRESSION PART-3 Video
  5. Lecture 25 MULTIPLE LINEAR REGRESSION PART-4 Video

Unit 6

  1. Lecture 26 MULTIPLE LINEAR REGRESSION PART-5 Video
  2. Lecture 27 MULTIPLE LINEAR REGRESSION PART-6 Video
  3. Lecture 28 MACHINE LEARNING TECHNIQUE K- NN Video
  4. Lecture 29 MACHINE LEARNING TECHNIQUE K- NN PART-2 Video
  5. Lecture 30 MACHINE LEARNING TECHNIQUE K-NN PART-3 Video

Unit 7

  1. Lecture 31 NAIVE BAYES Video
  2. Lecture 32 NAIVE BAYES PART-2 Video
  3. Lecture 33 NAIVE BAYES PART-3 Video
  4. Lecture 34 NAIVE BAYES PART-4 Video
  5. Lecture 35 NAIVE BAYES PART-5 Video

Unit 8

  1. Lecture 36 CLASSIFICATION AND REGRESSION TREES Video
  2. Lecture 37 CLASSIFICATION AND REGRESSION TREES PART-2 Video
  3. Lecture 38 CLASSIFICATION AND REGRESSION TREES PART-3 Video
  4. Lecture 39 CLASSIFICATION AND REGRESSION TREES PART-4 Video
  5. Lecture 40 CLASSIFICATION AND REGRESSION TREES PART-5 Video

Unit 9

  1. Lecture 41 CLASSIFICATION AND REGRESSION TREES PART-6 Video
  2. Lecture 42 PRUNING PROCESS Video
  3. Lecture 43 PRUNING PROCESS PART-2 Video
  4. Lecture 44 PRUNING PROCESS PART-3 Video
  5. Lecture 45 REGRESSION TREES Video

Unit 10

  1. Lecture 46 LOGISTIC REGRESSION Video
  2. Lecture 47 LOGISTIC REGRESSION PART-2 Video
  3. Lecture 48 LOGISTIC REGRESSION PART-3 Video
  4. Lecture 49 LOGISTIC REGRESSION PART-4 Video
  5. Lecture 50 LOGISTIC REGRESSION PART-5 Video

Unit 11

  1. Lecture 51 LOGISTIC REGRESSION PART-6 Video
  2. Lecture 52 LOGISTIC REGRESSION PART-7 Video
  3. Lecture 53 ARTIFICIAL NEURAL NETWORKS Video
  4. Lecture 54 ARTIFICIAL NEURAL NETWORK PART-2 Video
  5. Lecture 55 ARTIFICIAL NEURAL NETWORK PART-3 Video

Unit 12

  1. Lecture 56 ARTIFICIAL NEURAL NETWORK PART-4 Video
  2. Lecture 57 ARTIFICIAL NEURAL NETWORK PART-5 Video
  3. Lecture 58 ARTIFICIAL NEURAL NETWORK PART-6 Video
  4. Lecture 59 DISCRIMINANT ANALYSIS Video
  5. Lecture 60 DISCRIMINANT ANALYSIS PART-2 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Roorkee
Department
Management
Teacher
Prof. Gaurav Dixit
Level
Undergraduate
Language
English
Subjects
Business and management
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.
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