Ultrascale Playbook - Expert Parallelism

Notes on training LLMs using expert parallelism

December 13, 2025 · 8 min · 1506 words

Ultrascale Playbook - Context Parallelism

Notes on training LLMs using context parallelism

November 22, 2025 · 11 min · 2284 words

Ultrascale Playbook - Tensor and Sequence Parallelism

Notes on training LLMs using tensor and sequence parallelism

November 11, 2025 · 12 min · 2428 words

Ultrascale Playbook - Pipeline Parallelism

Notes on training LLMs using pipeline parallelism

October 25, 2025 · 14 min · 2921 words

Pydata MCR talk on training LLMs

My talk on training LLMs at Pydata MCR

September 25, 2025 · 1 min · 145 words