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Fine-tuning on a laptop or a free GPU: a VRAM budget walkthrough

Fine-tuning on a laptop or a free GPU: a VRAM budget walkthrough

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3 min read
QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)

QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)

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3 min read
LoRA vs QLoRA vs full fine-tuning: cost, quality and when each makes sense

LoRA vs QLoRA vs full fine-tuning: cost, quality and when each makes sense

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3 min read
Fine-tuning a 1.7B model at 3.2 GB VRAM — building FineTune Studio

Fine-tuning a 1.7B model at 3.2 GB VRAM — building FineTune Studio

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2 min read
Teaching a local coding agent from its own mistakes: DPO on a 30B model

Teaching a local coding agent from its own mistakes: DPO on a 30B model

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7 min read
Designing a Synthetic Data Pipeline for Persian LLM Fine Tuning: From Topic Graphs to QLoRA Evaluation

Designing a Synthetic Data Pipeline for Persian LLM Fine Tuning: From Topic Graphs to QLoRA Evaluation

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4 min read
LoRA and QLoRA fine-tuning: what they actually do under the hood

LoRA and QLoRA fine-tuning: what they actually do under the hood

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7 min read
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