AI2ML AI to Machine Learning
Feb 8, 2025 · Artificial Intelligence
Analyzing DeepSeek R1 Inference Projects: Source Code, Cold‑Start, and Scaling Techniques
This article examines DeepSeek R1’s three breakthroughs, its low‑cost optimizations that bypass CUDA, and the resulting impact on the AI ecosystem, then provides a detailed technical review of seven open‑source reproductions—Open‑R1, Tiny‑Zero, SimpleScaling‑S1, and simpleRL‑reason—covering their architectures, reinforcement‑learning pipelines, and code implementations.
DeepSeekInference ScalingLarge Language Models
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