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Welcome to my small corner of the internet where I share things I’m learning, building, and exploring.

  • I work as MLOps Engineer at Fuzzy Labs
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Data Parallelism Revisited - Implementations using PyTorch

Implement various data parallelism strategies using PyTorch

December 28, 2025 · 20 min · 4230 words

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