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# finetuning

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WTF is Finetuning Large Language Models?

WTF is Finetuning Large Language Models?

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3 min read
The Fine-Tuning Revolution: How PEFT, LoRA, and QLoRA Are Democratizing AI Customization in 2025

The Fine-Tuning Revolution: How PEFT, LoRA, and QLoRA Are Democratizing AI Customization in 2025

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8 min read
How To Use LLMs: Fine-Tuning GPT-4

How To Use LLMs: Fine-Tuning GPT-4

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6 min read
Training with Big Data on Any Cloud

Training with Big Data on Any Cloud

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17 min read
The Bug That Cost Us $10,000: A Postmortem on a Rogue AWS Lambda Function

The Bug That Cost Us $10,000: A Postmortem on a Rogue AWS Lambda Function

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3 min read
RAG vs. Fine-Tuning: Which LLM Learning Path Is Right for You?

RAG vs. Fine-Tuning: Which LLM Learning Path Is Right for You?

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1 min read
Beyond the Chatbot: Why 2025 is the Year of Hyper-Specialized AI for Developers 🛠️🤖

Beyond the Chatbot: Why 2025 is the Year of Hyper-Specialized AI for Developers 🛠️🤖

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2 min read
Fine-Tune SLMs in Colab for Free : A 4-Bit Approach with Meta Llama 3.2

Fine-Tune SLMs in Colab for Free : A 4-Bit Approach with Meta Llama 3.2

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10 min read
💡 TinyLlama Meets LoRA: A Lightweight Approach to Emotion Classification

💡 TinyLlama Meets LoRA: A Lightweight Approach to Emotion Classification

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4 min read
Transforming LLMs for Industry Use: A Guide to Fine-Tuning Methods and Case Studies

Transforming LLMs for Industry Use: A Guide to Fine-Tuning Methods and Case Studies

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3 min read
RAG, Fine-Tuning, or Just Asking Nicely? How to Actually Train Your AI

RAG, Fine-Tuning, or Just Asking Nicely? How to Actually Train Your AI

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2 min read
PremAI Autonomous Fine-tuning System: Technical Architecture Documentation

PremAI Autonomous Fine-tuning System: Technical Architecture Documentation

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1 min read
Why Fine-tune? Understanding Its Role in Medical AI Models

Why Fine-tune? Understanding Its Role in Medical AI Models

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5 min read
How To Fine-tune a Large Language Model (LLM) Using Model Parallelism

How To Fine-tune a Large Language Model (LLM) Using Model Parallelism

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7 min read
The Complete Guide to Parameter-Efficient Fine-Tuning: Revolutionizing AI Model Adaptation

The Complete Guide to Parameter-Efficient Fine-Tuning: Revolutionizing AI Model Adaptation

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4 min read
RAG vs. Fine-Tuning: Which Approach is Best for Enhancing AI Models?

RAG vs. Fine-Tuning: Which Approach is Best for Enhancing AI Models?

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4 min read
Six Triple Eight Redux: Fine-Tuning LLMs to Tackle Impossible Mail Mysteries of WWII

Six Triple Eight Redux: Fine-Tuning LLMs to Tackle Impossible Mail Mysteries of WWII

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2 min read
Fine-Tuning vs. Retrieval-Augmented Generation (RAG): Enhancing LLMs for Specific Tasks

Fine-Tuning vs. Retrieval-Augmented Generation (RAG): Enhancing LLMs for Specific Tasks

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2 min read
Fine-Tuning LLM: Transforming General Models into Specialized Experts

Fine-Tuning LLM: Transforming General Models into Specialized Experts

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2 min read
Exploring RAG: Perfect LLM Training Method, Fine-Tuning vs RAG?

Exploring RAG: Perfect LLM Training Method, Fine-Tuning vs RAG?

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2 min read
What is Fine-Tuning in Machine Learning? A Beginner’s Guide

What is Fine-Tuning in Machine Learning? A Beginner’s Guide

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3 min read
Fine-Tuning LLMs Using HuggingFace!

Fine-Tuning LLMs Using HuggingFace!

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5 min read
Full Fine Tuning of FLUX yields way better results than LoRA training as expected, overfitting and bleeding reduced a lot

Full Fine Tuning of FLUX yields way better results than LoRA training as expected, overfitting and bleeding reduced a lot

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10 min read
Supercharge Your AI Models: Prompt Engineering, Chaining, and Function Calling

Supercharge Your AI Models: Prompt Engineering, Chaining, and Function Calling

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3 min read
Fine-Tuning a Pre-Trained Model in PyTorch: A Step-by-Step Guide for Beginners

Fine-Tuning a Pre-Trained Model in PyTorch: A Step-by-Step Guide for Beginners

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4 min read
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