Presenter walks attendees through model naming, quantization and Hugging Face searches

Oct 8, 2026

Matthew Tiner demonstrated how to identify and choose open models on Hugging Face (e.g., Quinn 3.8, Gemma 4), explained quantization tradeoffs (Q4, 4-bit), and described common file formats such as GGUF and MLX for local deployment.

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Tiner guided attendees through searching Hugging Face for models suited to their hardware and use case, explaining how model names indicate parameter counts (e.g., "27 b") and how tags like "instruct" or "agentic" describe intended use. He emphasized testing models using consistent tasks to compare accuracy and perplexity across quantizations.

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