PGP in Data Science (with Specialization in Gen AI) 

PRE-WORK: INTRODUCTION TO ANALYTICS

Journey of a Data Science Project 

Introduction to Excel Sheets

Data Analysis 

Data Visualisation

Dashboard Creation and Storytelling

MODULE 1: DATABASE MANAGEMENT SYSTEM

Introduction to SQL 

Data Integrity 

Aggregate Functions in SQL

Joins 

Subqueries 

Windows Functions

Views

MODULE 2: DATA VISUALISATION USING TABLEAU

Visual Analytics

Interactive Dashboards

Data Transformation

Storytelling with Data

MODULE 3: PYTHON FOR DATA SCIENCE

Introduction to Python

Numpy and Pandas

Visualisation (Matplotlib, Seaborn, Plotly)

Extrapolatory Data Analysis

MODULE 4: STATISTICAL TECHNIQUES FOR DATA PROFESSIONALS

Introduction to Probability

Central Limit Theorem 

Normal and Binomial Distributions

Hypothesis Testing

MODULE 5: MACHINE LEARNING ESSENTIALS

Regression and Classification

Tree-Based Modelling 

Model Building and Hyperparameter Tuning 

Bagging and Boosting 

XGBoost

Clustering

MODULE 6: BUILDING A CAPSTONE PROJECT

Research 

Data Collection

Model Building 

Presentation (Business Insights)

MODULE 7: CLOUD COMPUTING ON AWS

Learn the basic concepts of Cloud Computing

Understand service, delivery, and subscription models

Review the classical enterprise, cloud cost economics, and service offerings

Get introduced to virtualization and its correlation with Cloud Computing

Learn about cloud service taxonomy and next-generation virtualization methods

MODULE 8: NATURAL LANGUAGE PROCESSING

NLP Pipeline or Exploratory Data Analysis using Text

Overview of Neural Net

Word Embeddings

MODULE 9: OVERVIEW OF GENERATIVE AI AND ADVANCED PROMPT ENGINEERING

Overview of Generative AI and Large Language Models (LLMs) 

Deep Dive into Prompt Engineering 

Understanding Retrieval-Augmented Generation (RAG)

Case Study

Case Studies using Prompting such as Movie Recommender Systems, Image-to-text, etc

MICROSOFT POWER BI TRAINING PROGRAM (OPTIONAL-6 WEEKS)

Working with Data in Power BI

Creating Effective Visualizations

DAX Basics & Advanced DAX

Productionizing Power BI reports

Power BI Administration and Security

CAPSTONE PROJECT