AI 401: Sculpting Intelligence - Train, Fine-Tune & Align
Recognize how training data make-up, fine-tuning, and RLHF create model specializations and behavior
A "base" AI model, fresh from its initial training, is like a massive, unhoned block of intellectual marble. It holds immense potential but lacks refinement, specialization, and safe conversational behavior. This lesson explores the three key "sculpting" processes that transform this raw potential into a useful and aligned AI assistant.
Related topics
- Compare model families: GPT, Claude, Gemini, DeepSeek—their architectures, reasoning capabilities, and trade-offs
- Predict failure modes: when AI will struggle based on token limits, pattern complexity, or training gaps
- Understand temperature, top-p, and parameters controlling output randomness and creativity
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