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Course11010508962 lectures

Business Analytics For Management Decision

Prof. Rudra P Pradhan · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Lecture 1: Introduction to Business Analytics Video
  2. Lecture 2: Framework of Business Analytics Video
  3. Lecture 3: Data Structure Video
  4. Lecture 4: Decision Models Video
  5. Lecture 5: Problem solving and Decision making Video

Week 2

  1. Lecture 6: Data structure and data view Video
  2. Lecture 7: Use of Microsoft excel functions Video
  3. Lecture 8: Examples with excel functions Video
  4. Lecture 9: Data visualization Video
  5. Lecture 10: Data Analysis Video

Week 3

  1. Lecture 11 : Descriptive Analytics Video
  2. Lecture 12 : Descriptive Analytics (Contd.) Video
  3. Lecture 13 : Descriptive Analytics (Contd.) Video
  4. Lecture 14 : Descriptive Analytics (Contd.) Video
  5. Lecture 15 : Descriptive Analytics (Contd.) Video

Week 4

  1. Lecture 16: Statistical inference Video
  2. Lecture 17: Testing of Hypothesis Video
  3. Lecture 18: Testing of Hypothesis (Contd.) Video
  4. Lecture 19: Confidence Interval Video
  5. Lecture 20: Confidence Interval 2 Video

Week 5

  1. Lecture 21 : Hypothesis Testing for Multiple Samples Video
  2. Lecture 22 : Hypotheses Testing for Multiple Sample Case Video
  3. Lecture 23 : Hypotheses Testing for Two Sample Proportion Video
  4. Lecture 24 : Analysis of Variance (ANOVA) Video
  5. Lecture 25 : Analysis of Variance 2 Video

Week 6

  1. Lecture 26 : Simple Regression Analysis Video
  2. Lecture 27 : Simple Regression Analysis(Contd.) Video
  3. Lecture 28 : Multiple Regression Analysis Video
  4. Lecture 29 : NonLinear Regression Analysis Video
  5. Lecture 30 : Diagnostics of Regression Modelling Video

Week 7

  1. Lecture 31 : Dummy Modelling Video
  2. Lecture 32 : Dummy Modelling (Contd.) Video
  3. Lecture 33 : Panel Data Model Video
  4. Lecture 34 : Panel Data Model (Contd.) Video
  5. Lecture 35 : Time Series Forecasting Video

Week 8

  1. Lecture 36: Time Series Forecasting (Contd.) Video
  2. Lecture 37: Machine Learning Video
  3. Lecture 38: Machine Learning (Contd.) Video
  4. Lecture 39: Data Mining Video
  5. Lecture 40: Simulation Video

Week 9

  1. Lecture 41 : Basics Video
  2. Lecture 42 : Linear Programming 1 Video
  3. Lecture 43 : Linear Programming 2 Video
  4. Lecture 44 : Special Issues of Linear Programming Video
  5. Lecture 45 : Simplex Method of Linear Programming Video

Week 10

  1. Lecture 46. : Linear programming basics Video
  2. Lecture 47 : Optimality and sensitivity analysis Video
  3. Lecture 48 : Duality Video
  4. Lecture 49 : Dual simplex Video
  5. Lecture 50 : Integer programming I Video

Week 11

  1. Lecture 51 : Integer programming II Video
  2. Lecture 52 : Integer programming III Video
  3. Lecture 53 : Goal programming Video
  4. Lecture 54 : Nonlinear programming I Video
  5. Lecture 55 : Nonlinear programming II Video

Week 12

  1. Lecture 56 : Introduction to decision theory Video
  2. Lecture 57 : Decision making under uncertainty Video
  3. Lecture 58 : Decision making under certainty Video
  4. Lecture 59 : Decision tree Video
  5. Lecture 60 : The value of information and utility theory Video

Live Session

  1. Live Session 01-04-2021 Video
  2. Live Session 03-03-2020 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Management
Teacher
Prof. Rudra P Pradhan
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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