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ayushmanpani/README.md

Hi πŸ‘‹, I'm Ayushman Pani

AI & Machine Learning Engineer | Backend-focused | Real-world Systems

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🧠 About Me

πŸŽ“ Computer Science undergraduate specializing in Artificial Intelligence & Machine Learning
βš™οΈ Passionate about building production-grade AI systems, not just notebooks
🧩 Strong focus on backend architecture, ML APIs, and LLM pipelines

I enjoy working on problems where ML meets real-world constraints β€” data quality, system design, deployment, and explainability.


πŸ” What I Work On

πŸ€– Machine Learning & Deep Learning

  • Classification, time-series, and signal processing
  • TensorFlow / Keras, PyTorch
  • Model evaluation, optimization, and deployment

🧠 LLM & RAG Systems

  • Document Q&A and compliance assistants
  • LangChain + HuggingFace Transformers
  • FAISS vector search with metadata-aware retrieval
  • Source attribution and audit-safe responses

🧩 Backend for AI

  • FastAPI + Uvicorn
  • ML model serving as REST APIs
  • File ingestion pipelines & persistent metadata handling
  • Modular, scalable backend design

🌍 Applied AI Projects

  • ECG classification systems (API-based)
  • Smart traffic monitoring using computer vision & IoT
  • Financial optimization and budgeting models
  • YOLO-based vehicle detection and tracking

πŸ›  Tech Stack

Languages
Python JavaScript TypeScript

AI / ML
TensorFlow Keras PyTorch Scikit-learn
LangChain HuggingFace Transformers

Backend & Data
FastAPI REST APIs FAISS MongoDB

Frontend & Tools
React Streamlit Git Linux / WSL Google Colab


πŸš€ How I Build

βœ”οΈ Think in systems, not scripts
βœ”οΈ Debug deeply instead of applying hacks
βœ”οΈ Write clean, explainable, and maintainable code
βœ”οΈ Build projects that are interview-ready and industry-aligned

Most of my projects are end-to-end:

Data β†’ Model β†’ API β†’ UI


🎯 Current Focus

  • Strengthening LLM & RAG architectures
  • Learning MLOps & deployment best practices
  • Building portfolio-grade AI projects
  • Preparing for ML / AI internships & roles
  • Exploring AI system reliability and security

πŸ“Š GitHub Stats


🀝 Let’s Connect

πŸ’¬ Interested in AI, ML, LLMs, or backend systems
🀝 Open to collaboration on meaningful projects

Feel free to explore my repositories or reach out!

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  1. Brain-Tumor-Classifier Brain-Tumor-Classifier Public

    Jupyter Notebook

  2. Chess-Bot Chess-Bot Public

    Jupyter Notebook

  3. Invisibility-Cloak Invisibility-Cloak Public

    Jupyter Notebook

  4. ismorphism/DeepECG ismorphism/DeepECG Public

    ECG classification programs based on ML/DL methods

    Python 275 86

  5. Rural-Finance-Management-Web-App Rural-Finance-Management-Web-App Public

    TypeScript