Python for Data Analytics, Machine Learning and Generative AI: A ComprehensiveĀ Guide
Indian Institute of Management Bangalore via Swayam
Overview
Syllabus
Week 1: Introduction to Python for Data Science
Week 2: Data Structures & Data Manipulation with Pandas and NumPy
Week 3: Data Cleaning & Exploratory Data Analysis (EDA)
Week 4: Data Visualization with Matplotlib & Seaborn
Week 5: Statistics for Data Science (Mean, Median, Variance, Hypothesis Testing)
Week 6: Introduction to Machine Learning (Supervised & Unsupervised Learning)
Week 7: Regression, Classification Models with Model Evaluation & Optimization
Week 8: Introduction to Generative AI (GANs, Transformers)
Week 9: AI Applications: Text Generation, Image Synthesis, and Chatbots
Week 10: End-to-End Machine Learning Project (Data Pipeline, Model Building, Deployment)
Taught by
Dr. S AJITHA