Tag: 학습
All the articles with the tag "학습".
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Prompt Caching — Bringing Input Cost Close to Zero for Repeated Inputs
Prompt caching is essential for chatbots, agents, and RAG that send long system prompts or the same context on every call. I ran a direct comparison with and without caching using STM32/embedded questions — cost dropped by half, and time dropped slightly.
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Organizing UI Vocabulary for Vibe Coding — State, Motion, Hierarchy, and Copy
When you get AI to build UI, vague words like 'make it pretty' or 'make it smooth' don't work. My first terminology post, where I organize vocabulary across three axes — state, motion, and hierarchy. Includes a playground link at the end you can try out yourself.
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Image Classification Training Pipeline — An 11-Step Checklist
I abstracted the training flow I learned yesterday through the NDT hands-on exercise into a step-by-step checklist applicable to any image classification problem. Along with small questions like why normalization is needed.
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Claude Vision — How Do You Send Images In, and Which Model Should Receive Them
I tried both ways of sending images — base64 encoding and URL — and found them accurate but more token-costly, hit limits with small text and complex shapes, and got a sense of when to move up to a bigger model for tasks that need accuracy.