Sam Witte Author

Sam Witte is a content creator and author specializing in practical machine learning tutorials and guides. His work focuses on making advanced ML technologies accessible through step-by-step documentation and demonstrations aimed at users interested in running models locally rather than relying on cloud-based services.

Technical Expertise

Witte’s primary area of expertise involves deploying large language models using modern serving frameworks, particularly VLLM. He has produced comprehensive guides for running the SmolLM3-3B model, a compact 3-billion parameter language model designed for efficient local deployment. His content targets developers and enthusiasts who want to understand the technical implementation details of hosting and serving language models on personal hardware.

Approach and Audience

His tutorials emphasize practical, hands-on instruction that breaks down complex deployment processes into manageable steps. By focusing on open-source models and tools, Witte’s content serves the growing community of developers seeking alternatives to proprietary APIs and cloud-based model access.