🚀 Mastering LLM Fine-Tuning with a custom dataset using Unsloth, deploying to Open WebUI and comparing the LLMs performance 🚀
Welcome back to APC Mastery Path! In this video, we're diving deep into the fascinating world of fine-tuning large language models (LLMs) using the Unsloth technique. We'll be working with top models like Mistral 7b, Gemma 2 9b, and Llama 3.1 Instruct 8b to enhance their understanding of RICS APC submissions.
🔍 Agenda:
⚫00:08 Introduction
⚫00:55 Part 1: Unsloth Overview
⚫01:56 Part 2: Environment Preparation
⚫11:33 Part 3: Finetuning Process
⚫19:47 Part 4: Deployment on Open WebUI
⚫32:12 Part 5: Comparing LLMs
⚫33:46 Outro
We’ll explore each step, from setting up your environment to deploying these models on Open WebUI for real-world use. Whether you're a data scientist, an AI enthusiast, or a construction professional, this video has something valuable for you!
🌐 Visit www.apcmasterypath.co.uk for tailored packages in RICS APC preparation and expert advice on integrating AI into the construction industry with practical, deliverable solutions.
👍 Don’t forget to subscribe to APC Mastery Path on KZitem for more insights, tips, and tutorials on mastering your APC journey!
🔗 General Links & Resources:
⚫Our Website: www.apcmasterypath.co.uk
⚫All APC Mastery Path Blogposts: www.apcmastery...
⚫Personal Linkedin Page: / mohamed-ashour-0727
⚫APC Mastery Path Linkedin Page: / apc-mastery-path
📽️Useful videos:
⚫Finetune your LLMs on custom datasets using Unsloth: • Finetune Your LLM on C...
⚫Deploy Open WebUI with Zero Coding Skills : • Unlocking Local AI: De...
📝Prerequisites & Dependencies:
⚫Python for Windows : www.python.org...
⚫Python for Linux: docs.python-gu...
⚫Nvidia Cuda Toolkit v 12.1: developer.nvid...
⚫ Install Linux on your windows PC : www.minitool.c...
⚫Windows subsystem for Linux : learn.microsof...
⚫Anaconda for Linux: repo.anaconda....
⚫ Pytorch: pytorch.org/
⚫Ollama : www.ollama.com/download
⚫Docker for Windows: desktop.docker...
⚫Docker for Linux: docs.docker.co...
⚫Open WebUI on Github: github.com/ope...
⚫Visual Studio Code: code.visualstu...
📚Github & Huggingface repositories:
⚫Unsloth Huggingface repository: huggingface.co...
⚫Unsloth GitHub Repository: github.com/uns...
#AIinConstruction #LLMFineTuning #RICSAPC #Unsloth #Mistral7b #Gemma2 #Llama31 #AIMastery #APCMasteryPath #OpenWebUI #APCTraining
Негізгі бет Unsloth FineTuning & Comparing LLMs:Mistral, Gemma 2, Llama 3.1 with Chatbot Deployment on OpenWebUI
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