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# finetuning

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Fine-Tuning Open Source Models with Amazon Bedrock: A Complete Guide

Fine-Tuning Open Source Models with Amazon Bedrock: A Complete Guide

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6 min read
OCI Generative AI: Dedicated Cluster Sizing, Pricing, and Fine-Tuning Deep Dive

OCI Generative AI: Dedicated Cluster Sizing, Pricing, and Fine-Tuning Deep Dive

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9 min read
Fine-Tuning and Inference in LLMs: From Custom Models to Production Deployment

Fine-Tuning and Inference in LLMs: From Custom Models to Production Deployment

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8 min read
Under the Hood: VaidhLlama Architecture & Training Pipeline

Under the Hood: VaidhLlama Architecture & Training Pipeline

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6 min read
Fine-tuning an LLM on a Docker dataset turned out to be easier than I expected

Fine-tuning an LLM on a Docker dataset turned out to be easier than I expected

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1 min read
Fine-Tuning Llama 3 with PEFT

Fine-Tuning Llama 3 with PEFT

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2 min read
Fine-tuning For Domain-Customized Retriever Noise Mitigation in RAG Pipelines

Fine-tuning For Domain-Customized Retriever Noise Mitigation in RAG Pipelines

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6 min read
Fine-tuning Qwen 2.5 3B for RBI Regulations: Achieving 8x Performance with Smart Data Augmentation

Fine-tuning Qwen 2.5 3B for RBI Regulations: Achieving 8x Performance with Smart Data Augmentation

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13 min read
Data Preparation and Training Formats (Part 3)

Data Preparation and Training Formats (Part 3)

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8 min read
Fine-Tuning LLMs: LoRA, Quantization, and Distillation Simplified

Fine-Tuning LLMs: LoRA, Quantization, and Distillation Simplified

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5 min read
Maravel Microframework Just Got Lighter And Faster Than Ever

Maravel Microframework Just Got Lighter And Faster Than Ever

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2 min read
The Magic of LoRA Fine-Tuning with MLX (Part 4)

The Magic of LoRA Fine-Tuning with MLX (Part 4)

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6 min read
Setting Up Your Local Development Environment (Part 2)

Setting Up Your Local Development Environment (Part 2)

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7 min read
Small Language Model (SLM) - The future of Local AI (Part 1)

Small Language Model (SLM) - The future of Local AI (Part 1)

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5 min read
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
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