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

Описание: 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