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# finetuning

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Training with Big Data on Any Cloud

Training with Big Data on Any Cloud

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17 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
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
đź’ˇ TinyLlama Meets LoRA: A Lightweight Approach to Emotion Classification

đź’ˇ TinyLlama Meets LoRA: A Lightweight Approach to Emotion Classification

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4 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
Pre-training, Fine-tuning, and Transfer learning. To make these ideas more relatable, let's use a real-world analogy

Pre-training, Fine-tuning, and Transfer learning. To make these ideas more relatable, let's use a real-world analogy

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1 min read
Choosing between Retrieval-Augmented Generation (RAG) and Model fine-tuning

Choosing between Retrieval-Augmented Generation (RAG) and Model fine-tuning

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2 min read
Is your fine-tuned LLM any good?

Is your fine-tuned LLM any good?

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3 min read
Three Key Concepts to Build Future-Proof AI Applications

Three Key Concepts to Build Future-Proof AI Applications

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10 min read
What’s the Difference Between Fine-tuning, Retraining, and RAG?

What’s the Difference Between Fine-tuning, Retraining, and RAG?

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4 min read
LoReFT and pyreft for surgical fine-tuning

LoReFT and pyreft for surgical fine-tuning

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2 min read
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