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Original rewrites on React, Node.js, TypeScript and AI — practical notes from the same engineering practice behind our operator software. Article bodies are in English.
Tagged: qlora
Fine-Tuning a 7B Medical Model for Free: QLoRA, FAISS and Safety Guardrails
A zero-cost Kaggle T4 pipeline: synthetic data, QLoRA, RAG over classical texts, a verified layer, hard-coded emergency guardrails, GGUF release and the bugs hit.
1083 wordsRead articleLoRA and QLoRA Explained: Fine-Tuning a 7B Model Without 100 GB of VRAM
Why full fine-tuning needs 80 to 100 GB, how low-rank adapters shrink trainable weights to 1.6%, how to pick rank and target layers, and what QLoRA adds.
1064 wordsRead articleHow QLoRA Fine-Tunes Large Models on Small GPUs: 4-bit Basics
Understand QLoRA from the ground up: why full fine-tuning is expensive, how LoRA adapters and 4-bit quantization combine, and when this approach fits your project.
1834 wordsRead article
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