Roadmaps
Community-curated paths to learn to code. Pick one and a squad forms around you — you finish it together, not alone.
Community-curated paths to learn to code. Pick one and a squad forms around you — you finish it together, not alone.
Train and ship models, not just notebooks: math foundations, classical ML, deep learning, transformers, and MLOps. Best if you're already comfortable with Python.
Linear algebra, calculus intuition, and probability — enough to read ML explanations.
Regression, classification, and evaluation with scikit-learn.
Neural networks hands-on with PyTorch and the fast.ai course.
Tokenization, attention, and fine-tuning with the Hugging Face ecosystem.
Versioning, pipelines, deployment, and monitoring for models in the real world.
Compete, build, and publish work that proves you can ship ML.