Junior College +2 · Age 16–17 · Final Class

Applied AI Mastery 🎓

LLM fine-tuning, vector databases, distributed training, GNNs, diffusion models, speech AI, recommenders, Kubernetes serving, time series, AI product management — and a college-ready portfolio.

12 Lessons JC +2 / Class 12 / PUC-2 🆓 Free Final Class · College-Ready

📚 Prerequisite: Class 11 — AI at the Frontier (Advanced Python, Deep Learning, RL, MLOps, Multi-modal AI, Agents, Safety)

Watch first · 2–3 minutes

Class 12 — AI Career Launch

No sign-in needed · English narration · Safe for all school ages

🎯 What You Will Be Able to Do After Class 12

Fine-tune LLMs with LoRA and QLoRA on consumer GPUs

Build production RAG with vector databases at scale

Train models across multiple GPUs with PyTorch DDP

Apply Graph Neural Networks to social and biological data

Generate images with Stable Diffusion and ControlNet

Build text-to-speech with safety controls

Design recommendation systems with collaborative filtering

Serve LLMs in production with vLLM and Kubernetes

Forecast time series with Prophet and N-BEATS

Manage an AI product end-to-end

Build a college-ready AI portfolio for admissions

Complete a publication-quality capstone project

📚 12-Lesson Curriculum

LLM Fine-tuning with LoRA & QLoRA

PEFT, LoRA adapters, QLoRA 4-bit quantisation, fine-tuning Llama-3 on Indian Q&A data.

Vector Databases & Production RAG

Embeddings, HNSW indexing, Pinecone vs Weaviate vs ChromaDB, hybrid search, reranking.

Distributed Training (PyTorch DDP)

Data parallelism vs model parallelism, DDP, gradient synchronisation, DeepSpeed ZeRO.

Graph Neural Networks

Graph convolution, GraphSAGE, message passing, fraud detection on transaction graphs.

Diffusion Models & Image Generation

DDPM forward/reverse process, Stable Diffusion, ControlNet, ethical image generation.

Speech AI: TTS & Voice Cloning Ethics

Tacotron, VITS, multilingual TTS for Indian languages, deepfake detection, consent.

Recommender Systems at Scale

Collaborative filtering, matrix factorisation, two-tower neural models, cold start.

AI at Scale: Kubernetes + vLLM

vLLM PagedAttention, Kubernetes deployments, autoscaling, GPU sharing, cost optimisation.

Time Series Forecasting

ARIMA, Prophet, N-BEATS, demand forecasting for Indian retail and weather prediction.

AI Product Management

PRDs for AI, success metrics, AI launch plans, stakeholder management, A/B testing.

College Admissions & AI Career

Building a GitHub portfolio, AI-relevant Indian/global colleges, JEE/CET strategy, internships.

Capstone: My College AI Portfolio

Complete portfolio build: 3 flagship projects, GitHub README, demo video, application essays.

🛠️ What You Need

Laptop / DesktopChrome or Firefox browser

Google Colab ProOptional — for larger fine-tuning

Hugging Face AccountFree — for models & datasets

GitHub AccountFor your portfolio

Docker + kubectlFor deployment lessons

Class 11 SkillsPython, DL, RL, MLOps, Agents

🎓 After Class 12 → Engineering College & Beyond

You're now ready for B.Tech AI/CS programmes, Mitra AI Life premium engineering project tracks, and global AI internships. Use your portfolio to apply with confidence.

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