Media Storage Type : 32 GB USB Stick
NPTEL Subject Matter Expert : Prof. Raghunandan Sengupta
NPTEL Co-ordinating Institute : IIT Kanpur
NPTEL Lecture Count : 60
NPTEL Course Size : 19 GB
NPTEL PDF Text Transcription : Available and Included
NPTEL Subtitle Transcription : Available and Included (SRT)
Lecture Titles:
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