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Course10610517443 lectures

Data Mining

Prof. Pabitra Mitra · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Lecture 1 Introduction, Knowledge Discovery Process Video
  2. Lecture 2 Data Preprocessing - I Video
  3. Lecture 3 Data Preprocessing - II Video
  4. Lecture 4 Association Rules Video
  5. Lecture 5 Apriori algorithm Video

Week 2

  1. Lecture 6 : Rule generation Video
  2. Lecture 7 : Classification Video
  3. Lecture 8 : Decision Tree - I Video
  4. Lecture 9 : Decision Tree - II Video
  5. Lecture 10 : Decision Tree III Video
  6. Lecture 11 : Decision Tree IV Video

Week 3

  1. Lecture 12 : Bayes Classifier I Video
  2. Lecture 13 : Bayes Classifier II Video
  3. Lecture 14 : Bayes Classifier III Video
  4. Lecture 15 : Bayes Classifier IV Video
  5. Lecture 16 : Bayes Classifier V Video

Week 4

  1. Lecture 17 : K Nearest Neighbor I Video
  2. Lecture 18 : K Nearest Neighbor II Video
  3. Lecture 19: K Nearest Neighbor III Video
  4. Lecture 20: K Nearest Neighbor IV Video
  5. Lecture 21: K Nearest Neighbor V Video

Week 5

  1. Lecture 22 : Support Vector Machine I Video
  2. Lecture 23 : Support Vector Machine II Video
  3. Lecture 24 : Support Vector Machine III Video
  4. Lecture 25 : Support Vector Machine IV Video
  5. Lecture 26 : Support Vector Machine V Video

Week 6

  1. Lecture 27: Kernel Machines Video
  2. Lecture 28: Artificial Neural Networks I Video
  3. Lecture 29:Artificial Neural Networks II Video
  4. Lecture 30: Artificial Neural Networks III Video
  5. Lecture 31: Artificial Neural Networks IV Video

Week 7

  1. Lecture 32: Clustering I Video
  2. Lecture 33: Clustering II Video
  3. Lecture 34: Clustering III Video
  4. Lecture 35: Clustering IV Video
  5. Lecture 36: Clustering V Video

Week 8

  1. Lecture 37 : Regression I Video
  2. Lecture 38 : Regression II Video
  3. Lecture 39 : Regression III Video
  4. Lecture 40 : Regression IV Video
  5. Lecture 41 : Dimensionality Reduction - I Video
  6. Lecture 42 : Dimensionality Reduction - II Video
  7. Lecture 43 : Tutorial Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Computer Science and Engineering
Teacher
Prof. Pabitra Mitra
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.
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