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 ( / 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: www.apcmasterypath.co.uk/blog...
⚫Personal Linkedin Page: / mohamed-ashour-0727
⚫APC Mastery Path Linkedin Page: / apc-mastery-path
⚫Unsloth GitHub Repository: github.com/unslothai/unsloth?...
⚫Ollama : www.ollama.com/download
⚫Docker: desktop.docker.com/win/main/a...
⚫Open WebUI on Github: github.com/open-webui/open-webui
⚫Deploy Open WebUI with Zero Coding Skills : • Unlocking Local AI: De...
⚫Nvidia Cuda Toolkit v 12.1: developer.nvidia.com/cuda-12-...
⚫Windows subsystem for Linux : learn.microsoft.com/en-us/win...
⚫Anaconda for Linux: repo.anaconda.com/archive/Ana...
⚫ Pytorch: pytorch.org/
⚫Unsloth available LLMs: huggingface.co/unsloth
#AI #MachineLearning #Unsloth #LanguageModels #HuggingFace #OpenWebUI #TechTutorial #APCMasteryPath #AIFinetuning #CustomDatasets

[@danielhanchen]

Great work on the video!

[@APCMasteryPath]

Can't thank you enough for your tremendous work and helping us creating massive solutions in a fraction of the time.

[@raoufkamal5748]

Insightful 👍

[@APCMasteryPath]

Thanks a million for your continuous support 😍💪😇