NPTEL : NOC:Data Analysis and Decision Making-I (Management)

Co-ordinators : Prof. Raghunandan Sengupta


Lecture 1 - Introduction

Lecture 2 - Data Representation and Frequency

Lecture 3 - Frequency Table and Mean

Lecture 4 - Descriptive Statistics

Lecture 5 - Introduction To Probability

Lecture 6 - Conditional Probability

Lecture 7 - Baye'S Theorem And Distributions

Lecture 8 - Binomial Distribution

Lecture 9 - Hypergeometric, Poisson, Normal Distribution

Lecture 10 - Distribution Function

Lecture 11 - Normal Distribution

Lecture 12 - Sampling

Lecture 13 - Some Distributions

Lecture 14 - More on Distributions

Lecture 15 - Estimators

Lecture 16 - MLE

Lecture 17 - Statistical Inference

Lecture 18 - Hypothesis Testing

Lecture 19 - Hypothesis Testing:A

Lecture 20 - Hypothesis Testing:B

Lecture 21 - Hypothesis Testing

Lecture 22 - Simple Linear Regression

Lecture 23 - Multiple Linear Regression

Lecture 24 - Weighted Moving Averages

Lecture 25 - Weighted Moving Averages

Lecture 26 - Forecasting

Lecture 27 - Forecasting

Lecture 28 - Data Properties

Lecture 29 - Multivariate Statistical Analysis

Lecture 30 - Multivariate Statistical Analysis

Lecture 31 - Multivariate Statistical Analysis

Lecture 32 - Multivariate Statistical Analysis

Lecture 33 - Multivariate Distribution

Lecture 34 - Multivariate Extreme Value Distribution

Lecture 35 - Mle Estimates

Lecture 36 - Mle Estimates

Lecture 37 - Copula Theory

Lecture 38 - PCA

Lecture 39 - PCA

Lecture 40 - Factor Analysis

Lecture 41 - Factor Analysis

Lecture 42 - Introduction to Utility Theory

Lecture 43 - Utility Analysis

Lecture 44 - Decision Sciences

Lecture 45 - Utility Functions

Lecture 46 - Exponential Utility Function

Lecture 47 - Risk Concepts

Lecture 48 - Utility Theory Axioms

Lecture 49 - Utility Analysis

Lecture 50 - Chebyshev'S Inequality

Lecture 51 - Loss Function

Lecture 52 - Loss Function

Lecture 53 - Loss Function and MLR

Lecture 54 - MLR

Lecture 55 - Loss Function

Lecture 56 - Cannonical Correlation

Lecture 57 - cannonical Correlation (Continued...)

Lecture 58 - Structural Equation Modeling (SEM)

Lecture 59 - SEM

Lecture 60 - SEM