Support materials for each session. Hosted on guapo, served via Cloudflare.
Spooky intro to decision-making logic — branching, predicates, flow.
W4 · D1One-pager reference, breakouts, and kahoot for the common patterns.
W4 · D2REST & HTTP visual guide, FastAPI quick start, live activities.
W7 · D1Educational game for learning microservice architecture.
W10 · D1Architecture explorer, pod lifecycle, autoscaling sim, kubectl reference.
W10 · D2Deploy a real ML app to k8s with manifests and a working Dockerfile.
W12 · D1Student walkthrough for high-performance service communication.
OWASP explorer, threat modeling, secrets lab, encryption playground.
W15 · D2Cost planning, pricing simulator, free-tier guide, tradeoff scenarios.
W17 · D2Transformers fine-tuning — tokenizer viz, LoRA calculator, eval planner.
W19Hub covering W19D1, D2, D4 — CartPole, Q-learning, hyperparameter optimization.
W20 · D1DQN techniques, neural net viz, learning graphs, neuron explainer.
W20 · D2Design lab, project journal, template guide.
W23 · D1Drift, data quality, performance — triage playbook and pipeline explainer.
W23 · D4FedAvg explainer, non-IID data, privacy-preserving training, group research.
FastAPI starter, endpoint designer, versioning strategies, and a live API playground.
W31 · D1Knowing whether your AI system is actually working — logging demo and alert designer.
W31 · D2Deciding what to build first — prioritization matrix and MVP builder lab.
W33 · D4Break-it lab, test case builder, end-to-end validation for capstone systems.