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Fine-tuning on a laptop or a free GPU: a VRAM budget walkthrough
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 6
Fine-tuning on a laptop or a free GPU: a VRAM budget walkthrough
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finetuning
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vram
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qlora
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budget
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3 min read
QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 6
QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)
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qlora
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hyperparameters
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finetuning
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llm
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3 min read
LoRA vs QLoRA vs full fine-tuning: cost, quality and when each makes sense
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 6
LoRA vs QLoRA vs full fine-tuning: cost, quality and when each makes sense
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finetuning
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lora
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qlora
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llm
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3 min read
Fine-tuning a 1.7B model at 3.2 GB VRAM — building FineTune Studio
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 5
Fine-tuning a 1.7B model at 3.2 GB VRAM — building FineTune Studio
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finetuning
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qlora
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llm
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opensource
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2 min read
Teaching a local coding agent from its own mistakes: DPO on a 30B model
Wuic Framework
Wuic Framework
Wuic Framework
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Aug 31
Teaching a local coding agent from its own mistakes: DPO on a 30B model
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dpo
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qlora
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finetuning
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llm
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7 min read
Designing a Synthetic Data Pipeline for Persian LLM Fine Tuning: From Topic Graphs to QLoRA Evaluation
Mohammad Heydari
Mohammad Heydari
Mohammad Heydari
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Jun 22
Designing a Synthetic Data Pipeline for Persian LLM Fine Tuning: From Topic Graphs to QLoRA Evaluation
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ai
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llm
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graph
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qlora
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4 min read
LoRA and QLoRA fine-tuning: what they actually do under the hood
Tech_Nuggets
Tech_Nuggets
Tech_Nuggets
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Jun 9
LoRA and QLoRA fine-tuning: what they actually do under the hood
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lora
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qlora
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finetuning
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llm
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7 min read
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