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Meet the AI Engineer who Fine-tuned Mistral 7B on Personal Journals [Harper Carroll Expert Tutorial]
In this Expert Tutorial, Harper S Carroll (Head of AI/ML) from Brev Dev teaches us how to fine-tune Mistral AI 7B parameter on our personal data. This tutorial goes through many fine-tuning intricacies such as Dataset Preparation, Model Validation and so on.
π Timestamp π
00:00 Intro
00:46 Dataset Preparation for Mistral Fine-Tuning
02:52 GPU Setup
03:40 FineTune Mistral 7B
06:52 Tokenization - Deep Dive
11:15 LoRA - Deep Dive
13:01 Weights & Biases Setup
13:14 Finetuning Mistral 7B on custom data
14:46 OverFitting
17:36 Fine-Tuned Model Validation
17:50 Fine-Tuned Mistral Demo
π Links from the Expert π
Notebook: https://github.com/brevdev/notebooks/...
Notebook to fine-tune on a HF dataset: https://github.com/brevdev/notebooks/...
How QLoRA works: https://brev.dev/blog/how-qlora-works
Join the BrevDev Discord: https://discord.com/invite/NVDyv7TUgJ
Find Harper on X: https://x.com/HarperSCarroll
How to Fine-Tune Mistral 7B on Your Own Data
https://youtu.be/kmkcNVvEz-k
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NEW AI Coding Assistant π€ Use Prompts To Build New Or EXISTING Apps! (Aider, The Holy Grail)
UPDATE: I forgot a step in the install process. After cloning the repo and creating/activating the conda env, you have to install Aider by using βpip install aider-chatβ or βpip install -r requirements.txtβ
In this video, we review Aider, which is an AI coding assistant that can build entire codebases as well as iterate on existing code! Aider uses Universal CTags to map an existing codebase to provide all context to ChatGPT to help build on that codebase. It's truly amazing. I'll show you how to install and use it.
Enjoy :)
Become a Patron π₯ - https://patreon.com/MatthewBerman
Join the Discord π¬ - https://discord.gg/xxysSXBxFW
Follow me on Twitter π§ - https://twitter.com/matthewberman
Subscribe to my Substack ποΈ - https://matthewberman.substack.com
Links:
Aider Github - https://github.com/paul-gauthier/aider
Universal CTags - https://github.com/universal-ctags/ctags
Homebrew - https://brew.sh/
Introduction to ChatGPT-4/V and LLaVA v1.5/V
Video Description:
Welcome to our channel! In this video, we dive deep into the world of open-source natural language processing (NLP) models and showcase a comprehensive comparison between the advanced LLaVA v1.5/V and the cutting-edge ChatGPT-4/V.
Join us as we explore the capabilities, features, and performance of these powerful NLP models, highlighting their strengths and weaknesses. Whether you're a language enthusiast, developer, or simply curious about these models, this video is for you!
Discover how LLaVA v1.5/V and ChatGPT-4/V are revolutionizing the NLP landscape with their state-of-the-art technologies. We'll cover aspects such as language understanding, conversational abilities, and contextual understanding.
Throughout the video, we'll provide insightful examples and practical use cases, demonstrating the real-world applications of these models. Whether you're interested in chatbots, language translation, or contextual understanding, this comparison will give you valuable insights.
Don't miss out on our in-depth analysis of LLaVA v1.5/V and ChatGPT-4/V's performance in various scenarios. We'll discuss their strengths, limitations, and showcase how they can enhance tasks like chatbot development, content creation, and more.
If you're ready to stay up-to-date with the latest advancements in open-source NLP models, hit that play button and let's dive right in! Remember to like this video, share it with fellow enthusiasts, and feel free to leave any questions or comments in the comment section below. Happy exploring!
OUTLINE:
00:00:00 Introduction to ChatGPT-4/V and LLaVA v1.5/V
00:00:57 Comparison of ChatGPT-4/V and LLaVA v1.5/V
00:01:58 Conclusion
00:02:35 End Sting
MASSIVE AI NEWS : ChatGPT Comes ALIVE , AI Robots Are HERE, Massive Midjourney UPDATE
Explore the AI advancements of 2023 in this video! From mind-blowing AI tool updates to revolutionary humanoid robots and language gap-bridging tech, it's a fascinating journey through the future. What's your take on human-like robots? Watch to uncover the changing landscape of media and video tech, and the latest contenders in the tech race!
#AI #TechAdvancements #HumanoidRobots #MediaTech #AIJourney
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The Shocking Truth: AGI Is Almost Here!
Dive with us into the enigmatic world of Artificial General Intelligence (AGI)! π From Microsoft's game-changing Gorilla AI π¦, exhibiting human-like cognition, to the art of crafting an AGI's digital brain π§ . Ever wondered how close we are to welcoming AGI into our daily lives? The answer might surprise you! Explore AGI's vast potential applications, from healthcare π©Ί to space π, and the challenges that lie ahead. Ensure you're equipped for the tech revolution; hit like π, share, and subscribe π for a front-row seat to the future. Let's decode tomorrow, today! π
π Subscribe for more insights into the ever-evolving world of AI and digital content. Drop a comment below with your thoughts on YouTube's AI transformation!
https://youtube.com/@AIAdvanceschannel?si=1iUZxX5kuHrb2CHz
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#artificialintelligence
#ainews
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