PG Certification Program in Data Science 

offered by UPES Dehradun

Module 1

Introduction to Analytics and Data Science

Introduction to Business Analytics

Module 2

Fundamentals of Python

Data Visualization in Python

Data Preparation and cleaning using Python

Understanding the data using univariate statistics in Python

Hypothesis testing and ANOVA in Python to guide decision making

Module 3

Correlation and Linear regression

Logistic regression

Techniques of customer segmentation

Time series forecasting techniques

Decision trees & Random Forests

Boosting Machines

Cross Validation & Parameter Tuning

Final Case Study

Module 4

Introduction to Machine Learning & Python

Introduction to Machine Learning in Python

Introduction to Python

Iterative Operations & Functions in Python

Data Summary; Numerical and Visual in Python

Data Handling in Python using NumPy & Pandas

Mathematical Concepts for Machine Learning

Module 5

Advanced Machine Learning

Generalized Linear Models in Python

Tree Models using Python

Boosting Algorithms using Python

Support Vector Machines (SVM), Naïve Bayes and KNN in Python

Unsupervised Learning in Python

Neural Networks

Text Mining in Python

Ensemble Methods in Machine Learning

Module 6

Data Analysis in SQL

Introduction to SQL

SQL Data Types & Operators

Useful Operations in SQL

Aggregating Data in SQL

Writing Sub-Queries in SQL

Common function in SQL

Analytic Functions in SQL

Writing DML Statements

Writing DDL Statements

Using Constraints in SQL

SQL Joins

Views in SQL