5 free · separate track
Courses, from a free hour to a full phase
21 standalone courses at three levels of commitment, for school students, college students and working professionals alike. Every one of them ends in something you built and can show — a tuned descent, a classifier with an honest failure analysis, a transformer that writes in a voice you chose. None of them ends in a certificate of attendance.
How this fits. A separate ladder of standalone courses. It does not change the 78-week curriculum, add weeks to your roadmap, or affect your progress. Each course carries its own syllabus and its own project, and ends with a bridge into the curriculum for anyone who wants the whole path rather than one piece of it.
Rung 1
Free mini-courses
Free
1 week · 4 sessions
Rung 2
Build sprints
₹299 – ₹499
2–4 weeks
Rung 3
Phase courses
₹1,499 each
6–20 weeks
Top of the ladder
The full programme
₹399/month · ₹2,000/year
78 weeks · 6 phases
Every price is on this page. No rung is gated behind an application form.
21 courses across 3 rungs
Free mini-courses
Free1 week · 4 sessionsOne week, four sessions, no card. Each is built around a free interactive demo, so you spend the hour moving something rather than reading about it.
Find out whether this is how you want to learn, and leave with one working demo you made.
How machines learn from mistakes
FreeA free four-session course on the one algorithm that trains almost every AI model. Tune a descent by hand, break it on purpose, and learn why the learning rate decides everything.
1 week · ~2 h/week · Anyone
What a neural network actually is
FreeA free four-session course that builds a working neural network out of two neurons, by hand. No frameworks, no jargon — just weights, a bias, and the line they draw.
1 week · ~2 h/week · Anyone
How ChatGPT picks the next word
FreeA free four-session course on what a language model is actually doing. Break a tokenizer with your own name, call the top five predictions before the reveal, and see why models bluff.
1 week · ~2 h/week · Class 11–12 · College · Anyone
The maths behind recommendations
FreeA free four-session course on why apps seem to know your taste. Turn things into vectors, measure the distance between them, and find the direction that means royalty.
1 week · ~2 h/week · Anyone
Probability you'll actually use
FreeA free four-session course on the two pieces of probability that AI runs on. Update a belief with evidence, build a spam filter's priors by hand, and stop trusting your gut on rare events.
1 week · ~2 h/week · Anyone
Build sprints
₹299 – ₹4992–4 weeksTwo to four weeks on one idea, ending in a graded project. The going rate for a three-hour AI workshop buys three weeks of building here instead.
Ship one real artifact you can show, with a certificate issued on the project rather than attendance.
Class 12 maths to machine learning
₹299Take the calculus you are already revising for boards and use it for what it was invented for. Derivatives, the chain rule and gradients, taught as the machinery that trains a model.
4 weeks · ~4 h/week · Class 11–12
Linear algebra for AI
₹399The linear algebra that AI actually uses, in four weeks. Vectors as data, matrices as transformations, eigenvectors as the directions that survive, and SVD as compression you can see.
4 weeks · ~5 h/week · Class 11–12 · College · Working professional
Your first ML model, end to end
₹399Build, evaluate and honestly report one machine learning model. Includes the part most courses skip: finding out what your model gets wrong, and writing it down.
4 weeks · ~5 h/week · Class 11–12 · College · Working professional
Find the groups in your own data
₹299Unsupervised learning on data you collect yourself. Cluster it with k-means, project it with PCA, and learn to tell a real grouping from one the algorithm invented.
2 weeks · ~4 h/week · Class 9–10 · Class 11–12 · College · Working professional
See like a CNN
₹399How a computer sees. Build edge detectors by hand, watch what each filter fires on, then train a small network to read your own handwriting.
2 weeks · ~5 h/week · Class 11–12 · College · Working professional
Build a small GPT
₹499Write a working transformer from scratch in three weeks. Self-attention by hand, a character-level model you train yourself, and text generated in a voice you chose.
3 weeks · ~6 h/week · College · Class 11–12 · Working professional
Make images with diffusion
₹399How image generators actually work. Add noise, learn to remove it, and train a small diffusion model on your own drawings until it can produce new ones.
2 weeks · ~5 h/week · Class 11–12 · College · Working professional
Prompting as engineering
₹299Treat a prompt like code. Build a test suite for it, measure what breaks when you change one word, and stop guessing whether your edit made things better.
2 weeks · ~4 h/week · Class 11–12 · College · Anyone
RAG that refuses to guess
₹499Build retrieval-augmented generation over your own notes, then build the evaluation set that proves it says I don't know instead of inventing an answer.
3 weeks · ~6 h/week · College · Working professional
Your first AI agent that uses tools
₹499Build an agent that does something rather than says something. Real tool calls, a loop you can trace, and the failure modes that make agents hard.
2 weeks · ~6 h/week · Class 11–12 · College · Working professional
Phase courses
₹1,499 each6–20 weeksOne complete stage of the first-principles path, six to twenty weeks, with a substantial capstone. Buy one stage instead of committing to the whole programme.
Finish a whole stage of the path with a capstone strong enough to put in a portfolio.
Maths and Python for AI
₹1,499The whole mathematical and programming base for AI in twenty weeks: calculus, linear algebra, probability, statistics and Python, each taught through what machine learning does with it.
20 weeks · ~7 h/week · Class 9–10 · Class 11–12 · College · Working professional
Machine learning from scratch
₹1,499Every classical model implemented before it is imported: regression, trees, ensembles, boosting, clustering and the feature engineering that decides real outcomes.
12 weeks · ~7 h/week · Class 11–12 · College · Working professional
Deep learning from a neuron up
₹1,499From a single neuron to a working transformer in sixteen weeks. Backpropagation by hand, PyTorch properly, CNNs, sequence models, attention and fine-tuning.
16 weeks · ~8 h/week · Class 11–12 · College · Working professional
Generative AI end to end
₹1,499Autoencoders, diffusion, LLM internals, alignment, embeddings, RAG and inference optimisation — the whole generative stack, built and evaluated rather than prompted.
14 weeks · ~8 h/week · Class 11–12 · College · Working professional
Agentic AI: build an agent
₹1,499Agents that act, built from the loop up. Tool use, planning, memory, MCP, multi-agent systems, and the evaluation and safety work that makes any of it trustworthy.
10 weeks · ~8 h/week · College · Working professional
Production ML and capstone
₹1,499The gap between a notebook and a system people use. Serving, monitoring, drift, and a capstone you scope, build, ship, document and present.
6 weeks · ~8 h/week · College · Working professional
The full programme
Every phase, three depth-tuned tracks, the AI tutor and a verifiable certificate. A full year costs less than a single ₹9,999 workshop elsewhere.
How to pick a rung
- Start with a free mini-course if you are not yet sure this is how you want to learn.
- Read the course’s “take this if” line and check it describes you.
- Read its limits section before paying — that is where a course tells you honestly what it will not do.
- Do the project on your own work or your own data, not on the example.
- Score yourself against the rubric, then answer the reflection question in your own words.
- Follow the bridge if you want the phase or the whole programme rather than the slice.