NOC:Practitioners Course In Descriptive, Predictive Analytics (USB)

Media Storage Type : 32 GB USB Stick

NPTEL Subject Matter Expert : Dr. Amandeep Singh, Dr. Deepu Philip

NPTEL Co-ordinating Institute : IIT Kanpur

NPTEL Lecture Count : 28

NPTEL Course Size : 11 GB

NPTEL PDF Text Transcription : Available and Included

NPTEL Subtitle Transcription : Available and Included (SRT)

Lecture Titles:

Lecture 1 - Introduction
Lecture 2 - Analytics for Decision Making Support
Lecture 3 - Decision Needs and Analytics
Lecture 4 - Systems, Models and Modeling Process
Lecture 5 - Types of Models
Lecture 6 - Data and its Types
Lecture 7 - Overview of Probability
Lecture 8 - Statistics and Analytics (Private)
Lecture 9 - Descriptive Statistics – Graphical Tools (Private)
Lecture 10 - Frequency Distribution and Histogram
Lecture 11 - Stem and Leaf Plot
Lecture 12 - Box Plots
Lecture 13 - Business Intelligence and Analytics
Lecture 14 - Normal Distribution
Lecture 15 - Sampling
Lecture 16 - Sampling Techniques
Lecture 17 - Hypothesis Testing
Lecture 18 - Hypothesis Testing continued
Lecture 19 - Machine Learning
Lecture 20 - Correlation
Lecture 21 - Correlation continued
Lecture 22 - Regression
Lecture 23 - Analysis of Varience (ANOVA) - Part 1
Lecture 24 - Analysis of Varience (ANOVA) - Part 2
Lecture 25 - Machine Learning - Part 2
Lecture 26 - Machine Learning - Part 3
Lecture 27 - Machine Learning - Part 4
Lecture 28 - Machine Learning - Part 5