Resource of free step by step video how to guides to get you started with machine learning.
Friday, February 16, 2024
Beginner's Guide to DS, ML, and AI - [6] Another Deep Dive into RAG Hallucinations
🚀 Exciting News! 🚀 Notebook used in the video: https://github.com/yiqiao-yin/WYNAssociates/blob/main/docs/ref-deeplearning/ex24f%20-%20what%20to%20do%20when%20rag%20system%20hallucinates.ipynb I've just released a brand-new video walkthrough 📹 that dives deep into how we can tackle hallucination issues in Retriever-Augmented Generation (RAG) systems. 🧠💡 In this video, I explore a powerful solution using the `db.similarity_search_with_score` function to enhance the accuracy and reliability of our RAG system. This method is not just a band-aid but a strategic approach to significantly improve the system's performance by grounding its responses in verified information. 📊🔍 👉 What's inside the video? - A high-level overview of querying a database for document similarity. 🗂️ - Step-by-step walkthrough on formatting results into a readable format and exporting them for further analysis. 📝 - Insightful tips on reducing system hallucination and enhancing response quality. 🌟 - A live demonstration of the process, from query to CSV export. 🖥️ Whether you're a data scientist, NLP practitioner, or just passionate about AI, this walkthrough provides valuable insights and practical steps to address one of the most pressing challenges in AI development today. 🌐 Don't miss out on unlocking the full potential of your RAG systems. Check out the video, arm yourself with knowledge, and take a step towards more reliable AI solutions. 🚀👨💻 #AIDevelopment #MachineLearning #NaturalLanguageProcessing #DataScience #TechInnovation #aichallenges Previous 3-part videos are below: Video 1 - "Process Your Own PDF Doc into LLM Finetune-Ready Format" 📄✨ https://youtu.be/hr2kSC1evQM Unleash the magic within PDFs! Transform them from static pages into fine-tune ready formats. Our first video reveals the sorcery needed to turn chaos into streamlined, AI-friendly data. Get ready to wield your digital wand and make those PDFs dance to your tune. It's not just a tutorial; it's a transformation spectacle! 🎩🔮 💻https://github.com/yiqiao-yin/WYNAssociates/blob/main/docs/ref-deeplearning/ex24f%20-%20process%20custom%20data%20from%20pdf%20and%20push%20to%20huggingface%20to%20prep%20for%20fine%20tune%20task%20of%20llama%202%20using%20lora.ipynb Video 2 - "Fine-tune Llama2-7b LLM Using Custom Data" 🚀🧠 https://youtu.be/tDkY2gpvylE Prepare your aprons for an AI flavor explosion! Video two guides you through customizing the Llama-2 model with your special ingredient—your data. This isn't just fine-tuning; it's creating a gourmet AI dish that tastes uniquely yours. Mix, bake, and savor your creation. Let's cook up some genius together! 🍳💥 💻https://github.com/yiqiao-yin/WYNAssociates/blob/main/docs/ref-deeplearning/ex24f%20-%20fine%20tune%20Llama%202%20using%20ysa%20data%20in%20colab.ipynb Video 3 - "Deploy Inference Endpoint on HuggingFace!" 🌐🚀 https://youtu.be/382yy-mCeCA Ever wanted to share your AI with the world? Video three is your ticket to stardom. Discover how to deploy your model on HuggingFace, making it as accessible as launching a rocket into space. Turn your AI project into a universal sensation. It's not just deployment; it's an interstellar journey for your model. 🌟🛰 💻https://github.com/yiqiao-yin/WYNAssociates/blob/main/docs/ref-deeplearning/ex24f%20-%20inference%20endpoint%20interaction%20from%20huggingface.ipynb 💻https://huggingface.co/spaces/eagle0504/streamlit-demo
Subscribe to:
Post Comments (Atom)
-
JavaやC++で作成された具体的なルールに従って動く従来のプログラムと違い、機械学習はデータからルール自体を推測するシステムです。機械学習は具体的にどのようなコードで構成されているでしょうか? 機械学習ゼロからヒーローへの第一部ではそのような疑問に応えるため、ガイドのチャー...
-
#deeplearning #noether #symmetries This video includes an interview with first author Ferran Alet! Encoding inductive biases has been a lo...
-
Using GPUs in TensorFlow, TensorBoard in notebooks, finding new datasets, & more! (#AskTensorFlow) [Collection] In a special live ep...
-
How to Do PS2 Filter (Tiktok PS2 Filter Tutorial), AI tiktok filter Create your own PS2 Filter photos with this simple guide! 🎮📸 Please...
-
Challenge scenario You were recently hired as a Machine Learning Engineer at a startup movie review website. Your manager has tasked you wit...
-
#ai #attention #transformer #deeplearning Transformers are famous for two things: Their superior performance and their insane requirements...
-
Visual scenes are often comprised of sets of independent objects. Yet, current vision models make no assumptions about the nature of the p...
-
Why are humans so good at video games? Maybe it's because a lot of games are designed with humans in mind. What happens if we change t...
-
#alibi #transformers #attention Transformers are essentially set models that need additional inputs to make sense of sequence data. The mo...
-
Future skill Machine Learning Free Course -https://futureskillsprime.in/course/machine-learning-linear-regressionfree ai and machine learnin...
No comments:
Post a Comment