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#training
2 articles exploring training. Expert insights and analysis from our editorial team.
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Articles
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AI Models
DeepSeek V3/R1: How Chinese Engineers Matched GPT-4 for $6 Million
DeepSeek's V3 and R1 models match GPT-4-class performance using a fraction of the compute through architectural innovations in Mixture of Experts, attention compression, and reinforcement learning—demonstrating that training efficiency may matter more than raw hardware scale.
Model Training
Fine-Tune LLMs 2x Faster with 70% Less VRAM: The Unsloth Guide
Discover how Unsloth's Triton-optimized kernels enable 2x faster LLM fine-tuning with 70% less VRAM, making it possible to train DeepSeek, Qwen, and Llama models on consumer GPUs without sacrificing accuracy.