Media Storage Type : 32 GB USB Stick
NPTEL Subject Matter Expert : Prof. Mukesh Kumar Barua
NPTEL Co-ordinating Institute : IIT Roorkee
NPTEL Lecture Count : 60
NPTEL Course Size : 11 GB
NPTEL PDF Text Transcription : Available and Included
NPTEL Subtitle Transcription : Available and Included (SRT)
Lecture Titles:
Lecture 1 - Introduction to Statistics and Data
Lecture 2 - Types of Statistics, types of Data and sources of Data, Population vs Sample
Lecture 3 - Scales of Measurement
Lecture 4 - Data representation techniques - Part 1
Lecture 5 - Data representation techniques - Part 2 and measures of central tendency - Part 1
Lecture 6 - Measures of Central Tendency - Part 2
Lecture 7 - Examples of introduction to data and data representation techniques
Lecture 8 - Measures of Variation
Lecture 9 - Applications of Measures of Central Tendency and Measures of Variation
Lecture 10 - Chapter concepts- Measures of central tendency and measures of variation, Outliers, and shape of a distribution
Lecture 11 - Numerical Descriptive Measures
Lecture 12 - Covariance and Coefficient of Correlation, Introduction to Probability
Lecture 13 - Probability - Part 1
Lecture 14 - Probability - Part 2
Lecture 15 - Probability - Part 3
Lecture 16 - Probability Distributions - Part 1
Lecture 17 - Probability Distributions - Part 2
Lecture 18 - Probability Distributions - Part 3
Lecture 19 - Examples for Standardized Normal Distribution
Lecture 20 - Evaluating Normality, Exponential Probability Distribution
Lecture 21 - Chapter Concepts - Probability Distributions
Lecture 22 - Sampling and Sampling Techniques
Lecture 23 - Sampling Distribution - I
Lecture 24 - Sampling Distribution - II
Lecture 25 - Sampling Distribution - III
Lecture 26 - Method of Estimation
Lecture 27 - Interval Estimation
Lecture 28 - Confidence Interval - I
Lecture 29 - Confidence Interval - II
Lecture 30 - Types of Hypothesis Testing
Lecture 31 - Hypothesis Testing Process - I
Lecture 32 - Hypothesis Testing Process - II
Lecture 33 - Hypothesis Testing Examples
Lecture 34 - Hypothesis Testing of Proportions - I
Lecture 35 - Hypothesis Testing of Proportions - II
Lecture 36 - Hypothesis Testing-One sample Test
Lecture 37 - Hypothesis Testing using Minitab
Lecture 38 - Hypothesis Testing of Proportions using Minitab
Lecture 39 - Hypothesis Testing Two Sample Test - I
Lecture 40 - Hypothesis Testing Two Sample Test - II
Lecture 41 - Hypothesis Testing Two sample Test - III
Lecture 42 - Paired Sample Test
Lecture 43 - Hypothesis Testing of Proportion
Lecture 44 - Example of Hypothesis Testing
Lecture 45 - Design of Experiment
Lecture 46 - Analysis of variance - I
Lecture 47 - Analysis of variance - II
Lecture 48 - Analysis of variance - III
Lecture 49 - Tukey Kramer test
Lecture 50 - Randomized Blocked Design
Lecture 51 - A Factorial Design - I
Lecture 52 - A Factorial Design - II
Lecture 53 - Chi-square test goodness of fit - I
Lecture 54 - Chi-square test goodness of fit - II
Lecture 55 - Chi-square test of independence
Lecture 56 - Simple linear regression - I
Lecture 57 - Simple linear regression - II
Lecture 58 - Assumption of Regression
Lecture 59 - Multiple Regression
Lecture 60 - Example of multiple Regression