Individual skill

moe-training

Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs dense models), implementing sparse architectures like Mixtral 8x7B or DeepSeek-V3, or scaling model capacity without proportional compute increase. Covers MoE architectures, routing mechanisms, load balancing, expert parallelism, and inference optimization.

backend/cli/skills/ml-training/moe-training/SKILL.md

Source commit a08e0ad0ad3d6448123039ee4659163eb2e35d99

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Network or broad shell

Last checked

Nov 2, 2026

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