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# finetuning

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Master Local Fine-Tuning with "gemma-trainer"

Master Local Fine-Tuning with "gemma-trainer"

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3 min read
LoRA Doesn't Approximate Fine-Tuning. It Changes What You Can Teach

LoRA Doesn't Approximate Fine-Tuning. It Changes What You Can Teach

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4 min read
My Fine-Tuned Gemma 4 Loaded Fine, Then Broke on the First Message

My Fine-Tuned Gemma 4 Loaded Fine, Then Broke on the First Message

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10 min read
Opus + RAG vs Fine-tuned LLM + RAG: Two Approaches to Legal AI — LEX vs Harvey

Opus + RAG vs Fine-tuned LLM + RAG: Two Approaches to Legal AI — LEX vs Harvey

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10 min read
Fine-Tuning AI Models Is No Longer Just for ML Engineers

Fine-Tuning AI Models Is No Longer Just for ML Engineers

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4 min read
Fine-Tuning Llama 3.2 3B on Medical QA: Week 4 - When Lower Loss Meant a Worse Model

Fine-Tuning Llama 3.2 3B on Medical QA: Week 4 - When Lower Loss Meant a Worse Model

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7 min read
RAG vs Fine-Tuning: Which One Should You Actually Choose?

RAG vs Fine-Tuning: Which One Should You Actually Choose?

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6 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
Operator: cuando responder no basta

Operator: cuando responder no basta

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7 min read
Turning Gemma 4 into an Old Korean Translator

Bridging the gap for modern native speakers

Turning Gemma 4 into an Old Korean Translator

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Comments 4
4 min read
LLMs as Linguistic Probes: A Graduate Student's Guide to Advanced Syntax, Semantics, and Efficient Fine-Tuning

LLMs as Linguistic Probes: A Graduate Student's Guide to Advanced Syntax, Semantics, and Efficient Fine-Tuning

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6 min read
Fine-Tuning Open-Source LLMs on Travel Domain Data: A Practitioner's Guide to LoRA Adapters

Fine-Tuning Open-Source LLMs on Travel Domain Data: A Practitioner's Guide to LoRA Adapters

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7 min read
I trained my own LLM and published it on HuggingFace

I trained my own LLM and published it on HuggingFace

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2 min read
DPO vs SimPO: What Your Preference Trainer Is Actually Optimizing

DPO vs SimPO: What Your Preference Trainer Is Actually Optimizing

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6 min read
hat Makes a Good SFT Sample (And Why Most Synthetic Datasets Get It Wrong)

hat Makes a Good SFT Sample (And Why Most Synthetic Datasets Get It Wrong)

Comments 2
4 min read
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