Module 1: Python Foundations for AI & ML

• Duration: 21 Hours

• Certificate: Python for ML

• Build strong coding skills for Data Analysis & AI

• Job Role: Junior Data Analyst, Python Developer

Module 2: Data Preprocessing & Cleaning

• Duration: 14 Hours

• Certificate: Data Wrangling Expert

• Learn EDA & data cleaning for ML readiness

• Job Role: Data Analyst, ML Data Assistant

Module 3: Machine Learning Fundamentals

• Duration: 21 Hours

• Certificate: ML Algorithms Specialist

• Master key algorithms (Regression, SVM, Clustering)

• Job Role: ML Engineer, Data Scientist – Entry Level

Module 4: Advanced Models & Ensemble Learning

• Duration: 21 Hours

• Certificate: Model Optimization Expert

• Improve model accuracy using Random Forest, XGBoost

• Job Role: Predictive Analyst, ML Engineer

Module 5: Reinforcement Learning (RL)

• Duration: 21 Hours

• Certificate: RL Developer

• Train intelligent agents using Q-Learning & DQNs

• Job Role: AI Engineer, Game AI Developer

Module 6: Deep Learning & Neural Networks

• Duration: 28 Hours

• Certificate: Deep Learning Architect

• Build CNNs, RNNs, LSTMs, GANs for real AI tasks

• Job Role: Deep Learning Engineer, Image AI Expert

Module 7: Natural Language Processing (NLP)

• Duration: 21 Hours

• Certificate: NLP Specialist

• Master BERT, sentiment analysis & transformers

• Job Role: NLP Engineer, AI Chatbot Developer