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# ApX Machine Learning > ApX Machine Learning is a platform for ML engineers and researchers to learn LLM fine-tuning, agentic system design, and production AI deployment. Used by 18,000+ engineers and researchers across 100+ countries, including teams at Stanford, MIT, Nvidia, and Alibaba, for LLM research and production deployment. ## Courses - [Machine Learning Courses](https://apxml.com/courses): Structured courses on LLM fine-tuning, transformer architecture, RAG, agentic systems, PyTorch, reinforcement learning, and computer vision â from beginner to pioneering level. ## Models - [LLM Model Listing](https://apxml.com/models): Browse and compare open-weight LLMs with live performance rankings, VRAM requirements, and hardware compatibility data. ## Tools - [VRAM Calculator](https://apxml.com/tools/vram-calculator): Estimate GPU memory requirements for loading, running, or fine-tuning open-weight LLMs at various quantizations on specific hardware. ## Optional - [AI/ML Blog](https://apxml.com/posts): In-depth technical articles and guides on LLM development, deployment, and the AI ecosystem.
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