Agent IssueEasiest Way to Fine-Tune LLMs with QLoRA, Flash Attention 2, and DeepSpeedHow do we determine whether a fine-tuned LLM will truly excel in your specific use case?Nov 16, 20232Nov 16, 20232
InTDS ArchivebyBenjamin MarieQLoRa: Fine-Tune a Large Language Model on Your GPUFine-tuning models with billions of parameters is now possible on consumer hardwareMay 30, 202318May 30, 202318
ManyiMore about LoraConfig from PEFTParameter-Efficient Fine-Tuning (PEFT) enable efficient adaptation of pre-trained models to downstream applications without fine-tuning all…Sep 5, 20231Sep 5, 20231
GeronimoFinetuning TinyLlama and Stable LM 2Another shallow dive into Performance and Finetuning of Small ModelsJan 24, 20243Jan 24, 20243
Adithya S KA Beginner’s Guide to Fine-Tuning Mistral 7B Instruct ModelFine-Tuning for Code Generation Using a Single Google Colab NotebookOct 6, 202318Oct 6, 202318
InTowards AIbyYoussef HosniMastering Large Language Model (LLM) Fine-Tuning: Top Learning ResourcesLarge language models (LLMs) have transformed the field of natural language processing with their advanced capabilities and highly…Apr 9, 2024Apr 9, 2024
Rohit PegallapatiFine tune Falcon 7B instruct model on single commodity GPUAs a part of this article I am going to discuss the concepts involved in fine-tuning and walk you through the steps for fine-tuning the…Jun 26, 20235Jun 26, 20235
Ashkan GolgoonUnderstanding QLoRA & LoRA: Fine-tuning of LLMsIn this short note, we gently review LoRA [1] and QLoRA [2] papers. Fine-tuning LLMs is a popular subject these days. These two papers have…Aug 22, 2023Aug 22, 2023
InTDS ArchivebyAris TsakpinisLeveraging qLoRA for Fine-Tuning of Task-Fine-Tuned Models Without Catastrophic ForgettingLearn how to infuse knowledge into purpose-fine-tuned models while keeping their task-specific natureSep 7, 2023Sep 7, 2023
InTDS ArchivebyJon FlynnFine-tune an Instruct model over raw text dataFine-tune a modern chatbot with minimal conversational data for under $10Mar 26, 2024Mar 26, 2024
Viraj ShahThe Hitchhiker’s Guide to Instruction Tuning Large Language ModelsAll the code in this article can be found on my github hereNov 14, 20234Nov 14, 20234
InLevel Up CodingbyYanli LiuA Step-by-Step Guide to Runing Mistral-7b AI on a Single GPU with Google ColabHow to run your AI efficiently through 4-bit Quantization (with Colab notebook included!) .Oct 9, 20239Oct 9, 20239
InLevel Up CodingbyYanli LiuUnleash Mistral 7B’ Power: How to Efficiently Fine-tune a LLM on Your Own DataNavigating the world of model fine-tuning optimizations, featuring LoRA and PEFT.Oct 12, 202316Oct 12, 202316
InTDS ArchivebyCameron R. Wolfe, Ph.D.Easily Train a Specialized LLM: PEFT, LoRA, QLoRA, LLaMA-Adapter, and MoreTraining a specialized LLM over your own data is easier than you think…Mar 9, 20241Mar 9, 20241
Maya AkimComplete Guide to LLM Fine Tuning for BeginnersFine-tuning a model refers to the process of adapting a pre-trained, foundational model (such as Falcom or Llama) to perform a new task or…Aug 13, 20233Aug 13, 20233
InGoogle Developer ExpertsbyEsther Irawati SetiawanFine-tuning Gemma with QLoRaFine-tuning language models has become a powerful technique for adapting pre-trained models to specific tasks. This article explores how…Mar 9, 2024Mar 9, 2024
InTDS ArchivebyArshabhi KayalTrain GPT-2 in your own languageA step-by-step guide to train your own GPT-2 model for text generation in your choice of language from scratchAug 25, 202016Aug 25, 202016
Incletech AdminMistral-7B Fine-Tuning: A Step-by-Step GuideIntroducing Mistral 7B: The Powerhouse of Language ModelsOct 4, 202313Oct 4, 202313
Amod's NotesA Definitive Guide to QLoRA: Fine-tuning Falcon-7b with PEFTUnveiling the Power of QLoRA: Comprehensive Explanation and Practical Coding with 🤗 PEFTJul 22, 20235Jul 22, 20235
