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P08 · High-Performance and GPU Computing

A free, illustrated L3 course of 8 modules in the Programming and Data track. Modules include: Computer architecture for ML: CPU, memory and GPU; Profiling and vectorization; Parallelism: threads, processes and message passing.

P08 L3 · Advanced 8 modules · about 32 lessons Planned · Ring 4

Part of the Programming and Data track. Ships in Ring 4 (Expert) of the roadmap.

Modules

1. Computer architecture for ML: CPU, memory and GPU
2. Profiling and vectorization
3. Parallelism: threads, processes and message passing
4. The GPU programming model
5. Tensors, strides and memory layout
6. Automatic differentiation engines
7. Just-in-time compilation and graph optimizers
8. Mixed precision and memory management

Signature illustrations

The pictures a learner should still see in their head a year later:

Memory hierarchy pyramid, tensor stride and view diagrams, data-parallel versus task-parallel schematic, the autodiff tape.

Status

This course is planned, not written yet. It ships with Ring 4 (Expert).

Every lesson will follow the same twelve-part blueprint with at least three purpose-made figures. Watch the repository to hear when modules ship, or help write and review it.