Data-Analysis-with-Python

CODES WRITTEN FOR NPTEL COURSE OF DATA ANALYSIS WITH PYTHON

COURSE TYPE

Elective

COURSE LEVEL

Undergraduate/Postgraduate

COURSE LAYOUT

Week 1 : Introduction to data analytics and Python fundamentals

Week 2 : Introduction to probability

Week 3 : Sampling and sampling distributions

Week 4 : Hypothesis testing

Week 5 : Two sample testing and introduction to ANOVA

Week 6 : Two way ANOVA and linear regression

Week 7 : Linear regression and multiple regression

Week 8 : Concepts of MLE and Logistic regression

Week 9 : ROC and Regression Analysis Model Building

Week 10 : c2 Test and introduction to cluster analysis

Week 11 : Clustering analysis

Week 12 : Classification and Regression Trees (CART)