Expert – Generative AI
AI you ship yourself
For university students and new grads. You start from the brain itself — where the idea of the neuron came from — and build a neural network from a single cell to a full one, learning how it learns from its mistakes (gradient descent and backpropagation). Then comes the capstone: take a small LLM, fine-tune it on real data, and ship it — under real constraints on fairness, safety, and latency. Not an exercise you forget after the exam: a public GitHub repo, a working model, and a write-up that explains every decision you made. This is the kind of portfolio piece that makes the difference in a first interview.
The Bridge — Neuroscience Meets AI
Where did the idea of AI come from? The brain. Here you meet the real neuron, how it inspired the first artificial one — and where the two part ways.
Coming soonNeural Network Foundations
From a single neuron to a full network. You build the model from the ground up — perceptron, weights, activation — and see how it learns from its mistakes: gradient descent and backpropagation.
Coming soonCareer Launchpad — the Portfolio Capstone
A 9-week cohort. Take a small LLM, fine-tune it on real customer-support data, and ship it — with constraints on fairness, safety, and latency. You leave with a portfolio piece on GitHub.