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  • Katonic AI
  • India
  • 05:23 - 12h behind
  • Joined Feb 27, 2025

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utkarsh-sagar/README.md

Hey there πŸ‘‹ My name is Utkarsh Sagar. πŸ’»

LinkedIn Email

🌱 I'm currently exploring: Data Science and AI, focusing on building LLM-based applications and RAG systems.

πŸ’¬ Ask me about: Python, RAG, LLMs, Langchain, Machine Learning, NLP, or Prompt Engineering.

⚑ Fun fact: 30% improvement in chatbot performance isn't just a number - it's the difference between a frustrated user and a delighted client!

πŸ”­ Languages

Python SQL

πŸ› οΈ Libraries & Tools I'm experienced with

πŸ€– For AI & Machine Learning

scikit-learn LangChain Llama-index OpenAI

πŸ“Š For Data Processing & Visualization

Pandas NumPy Matplotlib

🌐 For Web Development & Deployment

Streamlit FastAPI Kubeflow

πŸ—ƒοΈ Databases

MongoDB MySQL Milvus FAISS

☁️ Cloud

AWS

πŸ“ Featured Projects

🧩 Advanced LLM-Based Chunking for Enhanced Retrieval

  • Implemented proposition-based chunking for optimized RAG systems
  • Used Milvus vector DB and cosine similarity search for efficient retrieval
  • Reduced hallucinations and improved context retention in AI responses

βš™οΈ Aircraft Engine RUL Prediction

  • Built predictive maintenance models for turbofan engines
  • Achieved 82% accuracy with Random Forest
  • Used MSE, RMSE, and RΒ² metrics for model evaluation

πŸ€– RAG Chatbot Optimization

  • Eliminated latency bottlenecks and improved response times
  • Implemented Markdown table-based loader for better PDF processing
  • Boosted performance by 30% with vector stores and hybrid search

πŸ† Achievements

  • Bronze Medal in House Prices – Advanced Regression Techniques (Kaggle Competition)
  • 4 Star in SQL - Hacker Rank

πŸ“š Education

  • B.E. in Mechanical Engineering, R V College of Engineering, Bengaluru (2020-2024)
  • GPA: 8.23/10.00

πŸ“ˆ GitHub Stats

Utkarsh's GitHub stats Top Languages

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  1. utkarsh-sagar utkarsh-sagar Public

    Config files for my GitHub profile.

  2. Job-Search-Made-Easy Job-Search-Made-Easy Public

    Python