5 Re-Ranking Hacks to Boost RAG Accuracy by 40% скачать в хорошем качестве

5 Re-Ranking Hacks to Boost RAG Accuracy by 40%

In this video, I show you how I built a comprehensive Re-ranking Playground that demonstrates 5 different document re-ranking techniques to solve one of the biggest problems in RAG systems - the “Lost in the Middle” problem! What You’ll Learn: ✅ The “Lost in the Middle” Problem - Why LLMs struggle with information in long contexts ✅ 5 Re-ranking Techniques - Cross-Encoder, LLM-based, Cohere API, Hybrid, Learning to Rank ✅ Building with Streamlit & FastAPI - Modern web app with production-ready API ✅ Real-time Evaluation - NDCG, MRR, MAP metrics with interactive Plotly visualizations ✅ Code Implementation - Complete walkthrough of each technique✅ Performance Comparison - Speed vs Accuracy trade-offs explained Key Features I Built: 🔥 Interactive Playground - Test your own queries or use preset examples🔥 5 Re-ranking Methods - From neural networks to traditional ML 🔥 Real-time Metrics - See performance comparisons instantly 🔥 Backend API - FastAPI backend with full documentation 🔥 Educational Content - Code examples and case studies 🔥 Modern UI - Sleek Streamlit interface with session persistence Why Re-ranking Matters: Stanford research shows that LLMs lose up to 40% performance when relevant information is buried in the middle of long contexts. I demonstrate how re-ranking solves this by optimally positioning the most relevant documents! 👍 LIKE this video if you found it helpful! 💬 COMMENT below with your re-ranking use cases! 🔔 SUBSCRIBE for more AI tutorials and projects! 🔥 More AI Projects Coming Soon!Hit the bell icon. ✨ Get the Agentic AI Master Bundle Kit: https://aianytime5.gumroad.com/l/uqmyk Agentic AI Toolkit: https://agenticaitoolkit.aianytime.net/ n8n workflow templates: https://aianytime5.gumroad.com/l/tnwyfl GitHub Repo: https://github.com/AIAnytime/Re-ranki... Lost in Middle Paper: https://cs.stanford.edu/~nfliu/papers... Build real-world AI with tutorials, tools, and research from India’s fastest-growing AI community. 👤 Creator’s LinkedIn (Sonu Kumar) Portfolio Site: https://sonukumar.site/ 🌐 AI Anytime's Website: https://aianytime.net/ 🗓️ Office Hours (AI Consulting): https://officehours.aianytime.net/ 👥 LinkedIn (Community Page):   / ai-anytime   💬 Join Our Discord:   / discord   👤 Creator’s LinkedIn (Sonu Kumar):   / sonukr0   🎁 Support the Channel 💸 UPI ID: sonu1000raw@ybl ₿ Bitcoin Wallet: bc1qsneqznxpzyxzzv006jthz4c8v8h5cs57myw342 ✅ Join this Channel for Perks Get access to members-only content and community perks:    / @aianytime   #aiagents #RAG #chatbot