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Course11010408629 lectures

Practitioners Course in Descriptive,Predictive and Prescriptive Analytics

Prof. Deepu Philip / Prof. Amandeep Singh / Prof. Sanjeev Newar · IIT Kanpur

Start with lecture 1 At NPTEL

Lectures

Week-1

  1. Lecture 1: Introduction Video
  2. Lecture 2: Analytics for Decision Making Support Video
  3. Lecture 3: Decision Needs and Analytics Video
  4. Lecture 4: Systems, Models and Modeling Process Video

Week-2

  1. Types of Models Video
  2. Data and its Types Video
  3. Overview of Probability Video

Week 3

  1. Lecture 8: Statistics and Analytics (Private) Video
  2. Lecture 9: Descriptive Statistics - Graphical Tools (Private) Video
  3. Lecture 10: Frequency Distribution & Histogram Video
  4. Lecture 11: Stem and Leaf Plot Video

Week 4

  1. Lecture 12: Box Plots Video
  2. Lecture 13: Business Intelligence & Analytics Video
  3. Lecture 14: Normal Distribution Video

Week 5

  1. Lecture 15: Sampling Video
  2. Lecture 16: Sampling Techniques Video
  3. Lecture 17: Hypothesis Testing Video
  4. Lecture 18: Hypothesis Testing continued Video

Week 6

  1. Lecture 19: Machine Learning Video
  2. Lecture 20: Correlation Video
  3. Lecture 21: Correlation continued Video
  4. Lecture 22: Regression Video

Week 7

  1. Lecture 23: Analysis of Varience (ANOVA) Part 1 Video
  2. Lecture 24: Analysis of Varience (ANOVA) Part 2 Video
  3. Lecture 25: Machine Learning Part 2 Video

Week 8

  1. Lecture 26: Machine Learning Part 3 Video
  2. Lecture 27: Machine Learning Part 4 Video
  3. Lecture 28: Machine Learning Part 5 Video

Live Session

  1. Live Session 10-12-2021 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kanpur
Department
Management
Teacher
Prof. Deepu Philip / Prof. Amandeep Singh / Prof. Sanjeev Newar
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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