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ML & systems practice

Explore machine learning tracks

Drill syntax and APIs for the libraries and systems you use in ML work.

SD
Open

Speedrun DSA

CSES-style problem set — graph, DP, sorting and more. Judge included.

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PT
Open

PyTorch

Tensors and broadcasting through autograd, training loops, CNNs and transfer learning. 16 judged problems.

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CU
Soon

CUDA

Indexing and launch config through tiling, reductions, scan, coalescing and occupancy. 16 judged problems.

Coming soon

RL
Soon

Reinforcement Learning

Bandits and MDPs through TD learning, Q-learning, GAE and the PPO objective. 15 judged problems.

Coming soon

IE
Soon

Inference Engineering

KV cache and roofline through batching, PagedAttention, quantization and speculative decoding. 16 judged problems.

Coming soon