🎯 What You Will Be Able to Do After Class 11
Profile and optimise Python code for AI
Derive and implement backpropagation from scratch
Train RL agents using Q-learning and PPO
Dockerise and deploy ML models with CI/CD
Detect and handle model drift in production
Build multi-modal apps combining vision and speech
Build ReAct agents with tool use and memory
Read, annotate, and implement AI research papers
Understand RLHF, Constitutional AI, and red-teaming
Write a business plan for an Indian AI startup
Complete a full AI research capstone project
📚 12-Lesson Curriculum
LESSON 01
Advanced Python for AI
NumPy vectorisation, decorators, generators, profiling with cProfile and memory_profiler.
🆓 Free
LESSON 02
Deep Learning Theory
Forward pass math, backprop chain rule, optimisers (SGD/Adam), batch norm, dropout.
🆓 Free
LESSON 03
Reinforcement Learning: MDPs and Q-Learning
Agent/environment/reward, Bellman equation, Q-table, epsilon-greedy, CartPole.
🆓 Free
LESSON 04
Deep RL: Policy Gradients and PPO
Policy vs value methods, REINFORCE, Actor-Critic, PPO intuition, Stable Baselines3.
🆓 Free
LESSON 05
MLOps: Dockerising Your ML Model
Why Docker, Dockerfile for FastAPI + model, docker build/run, GitHub Actions CI pipeline.
🆓 Free
LESSON 06
Production ML: Monitoring and Drift
Concept drift vs data drift, Evidently AI, alert pipelines, model retraining triggers.
🆓 Free
LESSON 07
Multi-modal AI: Vision + Language + Speech
CLIP image-text matching, Whisper speech-to-text, building a visual Q&A system.
🆓 Free
LESSON 08
AI Agents and Tool Use
ReAct pattern, LangGraph, tool-calling, memory, building a research agent from scratch.
🆓 Free
LESSON 09
Reading and Implementing AI Research Papers
arXiv navigation, anatomy of a paper, implementing the Attention mechanism from scratch.
🆓 Free
LESSON 10
AI Safety and Alignment
RLHF, Constitutional AI, red-teaming, jailbreaks, deployment safety, India DPDPA 2023.
🆓 Free
LESSON 11
Building AI Startups in India
Problem-solution fit, unit economics, iSPIRT, Meity Startup Hub, funding, AI product IP.
🆓 Free
LESSON 12
Capstone: My AI Research Project
Build a complete, documented AI project: model + MLOps + fairness audit + paper-style writeup.
🏆 Capstone
🛠️ What You Need
Laptop / DesktopChrome or Firefox browser
Google ColabFree GPU — no setup needed
GitHub AccountFree — for code and CI/CD
Hugging Face AccountFree — for model hosting
Docker DesktopFree — for MLOps lessons
Class 10 SkillsCNNs, Transformers, FastAPI, Streamlit