Each course below is its own world with its own dashboard, progress and tools. Pick one and go. Some are open now; others are private tracks that ask for an access password first.
One guided path through Python, NumPy, pandas, visual computing, model training, and portfolio proof — with saved progress, notes, stuck-item review, and an AI tutor.
Open trackBuild practical Python for human-data work — from fundamentals through JSONL, pandas, evaluation metrics, agreement, SQL, and a reproducible audit capstone. Runs entirely in the browser, nothing to install, with an AI tutor and saved progress.
Open trackStudy notes for the IBM Professional Certificate: classical ML through transformers, LoRA, RLHF and RAG, with animated explainers, search, and an AI tutor on every page.
Open trackPython, NumPy and PyTorch for creative media: read frames as arrays, measure defects instead of guessing, and build five capstones ending in a trained detector benchmarked against the heuristics it has to beat.
Open trackBuild controllable prompts for text, image and video workflows through guided lessons, an AI tutor, persistent Notes, A/B testing, a versioned prompt library and 12 portfolio artifacts.
Open courseEngineer dependable agent topology: real dependencies, typed contracts, state, safe parallelism, independent verification, reality anchors, bounded cost, and production failure handling.
Open coursePrep for a Human Data Lead role: data curation, eval design, and quality operations.
Open trackApplied AI safety: alignment methods, governance, red-teaming, and responsible deployment.
Open trackBuild and ship real agentic systems: tool use, multi-agent orchestration, and a portfolio capstone.
Open trackThe applied AI curriculum: hands-on model work and portfolio pieces.
Open trackA source-grounded path through tones, conversation, grammar, food, folktales, media, history, translation and a C1–C2-oriented proficiency studio.
Open courseLearn spoken Naijá alongside the harmonized SNO system: tone, grammar markers, real-life exchange, media, variation and cultural context.
Open coursePrivate Italian course from zero to CEFR A2 with native audio, frequency vocabulary, culture and history every week.
Open trackPrivate Dutch course from zero to CEFR A2 with native audio, frequency vocabulary, culture and history every week.
Open track