Finetune Your LLM on Custom Datasets with Unsloth and Open WebUI Front End!
🚀 Master the Art of Fine-Tuning LLMs with Unsloth! | APC Mastery Path
🔍 Dive into the world of AI and Large Language Models (LLMs) with our comprehensive guide on fine-tuning using Unsloth! Whether you’re a beginner or an expert, this tutorial on APC Mastery Path covers everything you need to know to take your AI models to the next level.
Many thanks to Daniel Han (https://www.linkedin.com/in/danielhanchen/ )for his amazing work behind this initiative.
🌟 In This Video:
00:05 Intro: Kick-off your learning journey with us!
01:03 Unsloth Overview: Get to know Unsloth and its powerful features.
02:00 Installing Unsloth & Main requirements: Step-by-step installation guide.
08:11 Importing necessary packages: Essential packages to get started.
09:54 Loading the dataset: Learn how to load and prepare your custom dataset.
12:38 Importing & Training the model: A hands-on guide to model training.
14:50 Testing the imported model for text generation: See your model in action!
15:45 Adding the Low Rank Adapters: Enhance your model’s performance.
17:00 Defining the training parameters & Initiating the training: Fine-tune your model with precision.
21:05 Saving & Deploying the finetuned model: Deploy your model on Hugging Face.
23:20 Converting the finetuned model to GGUF: Ensure compatibility and optimization.
26:10 Open WebUI – Installing requirements & Deployment: Integrate with Open WebUI for a seamless experience.
30:30 Outro: Wrapping up and next steps.
🌐 Why Watch?
Hands-On Learning: Follow along with detailed, step-by-step instructions.
Expert Insights: Gain valuable tips and tricks from industry experts.
Real-World Applications: See how fine-tuning can improve your AI projects.
Engaging Content: Our interactive and engaging video keeps you hooked from start to finish.
🔗 Links & Resources:
⚫Our Website: www.apcmasterypath.co.uk
⚫All APC Mastery Path Blogposts: https://www.apcmasterypath.co.uk/blog-list
⚫Personal Linkedin Page: https://www.linkedin.com/in/mohamed-ashour-0727/
⚫APC Mastery Path Linkedin Page: https://www.linkedin.com/company/apc-mastery-path
⚫Unsloth GitHub Repository: https://github.com/unslothai/unsloth?tab=readme-ov-file
⚫Ollama : www.ollama.com/download
⚫Docker: https://desktop.docker.com/win/main/amd64/Docker%20Desktop%20Installer.exe?utm_source=docker&utm_medium=webreferral&utm_campaign=dd-smartbutton&utm_location=module
⚫Open WebUI on Github: https://github.com/open-webui/open-webui
⚫Deploy Open WebUI with Zero Coding Skills : https://www.youtube.com/watch?v=5uT1rL6DKV8&t=7s
⚫Nvidia Cuda Toolkit v 12.1: https://developer.nvidia.com/cuda-12-1-0-download-archive?target_os=Linux&target_arch=x86_64&Distribution=WSL-Ubuntu&target_version=2.0&target_type=deb_local
⚫Windows subsystem for Linux : https://learn.microsoft.com/en-us/windows/wsl/install
⚫Anaconda for Linux: https://repo.anaconda.com/archive/Anaconda3-2024.02-1-Linux-x86_64.sh
⚫ Pytorch: https://pytorch.org/
⚫Unsloth available LLMs: https://huggingface.co/unsloth
#AI #MachineLearning #Unsloth #LanguageModels #HuggingFace #OpenWebUI #TechTutorial #APCMasteryPath #AIFinetuning #CustomDatasets
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