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)