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SamarthPyati/README.md

Samarth Pyati

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Professional Summary

Computer Science student with a strong foundation in machine learning, passionate about building intelligent, high-performance systems. Internship experience at KPMG, Jio Platforms, and Visist AI has provided deep expertise in the full AI project lifecycle—from data annotation and pipeline development to model fine-tuning and QA framework implementation. Combines advanced ML skills (Deep Learning, RAG, Computer Vision) with proficiency in low-level optimization.

About Me

I'm Samarth Pyati, a Machine Learning Engineer specializing in building intelligent systems that work in production. Currently pursuing B.Tech in Computer Science and Engineering (Honors) at RV University, combining cutting-edge ML with systems optimization.

- Currently building multimodal Agentic RAG systems at KPMG India
- Passionate about Deep Learning, Computer Vision, and low-level optimization
- Focused on building high-performance AI systems that scale
- Working with C/C++ and Rust for performance-critical applications

Tech Stack & Tools

Languages & Core Skills

Python C C++ Rust Java SQL

Machine Learning & AI

TensorFlow PyTorch PyTorch Geometric Scikit-learn Keras

Computer Vision

OpenCV YOLO CVAT dlib

Advanced ML & RAG

LangChain LangGraph LangSmith DeepEval RDKit

Frameworks & Web

Flask Streamlit FastAPI Gradio

Performance & Systems

OpenMP CUDA OpenGL SDL2

DevOps & Tools

Docker Kubernetes Git GitHub Actions Makefiles Linux

Databases

PostgreSQL MySQL SQLAlchemy

Data Science & Visualization

Pandas NumPy Plotly Matplotlib

What Drives Me

I focus on building technology that delivers measurable results. Whether achieving 500% speed improvements through parallel processing or 98% detection accuracy in computer vision models, I prioritize pushing technical boundaries.

My work spans from enterprise RAG systems processing large document sets to memory allocators optimized for performance. I believe in creating AI systems that are intelligent, fast, scalable, and production-ready. Every optimization and model I develop is driven by real-world impact.

GitHub Stats

GitHub Streak

GitHub Stats

Top Languages

GitHub Activity Graph

Let's Connect

I'm open to collaborating on innovative ML projects, systems optimization, and new technologies.

Pinned Loading

  1. MoleculeGNN MoleculeGNN Public

    Predicting molecular properties using Graph Neural Networks

    Jupyter Notebook 1

  2. Open-Source-Scout Open-Source-Scout Public

    Open-Source Scout is a multi-agent AI system that helps beginners contribute to GitHub projects by automatically ranking beginner-friendly issues, locating relevant code, and generating fix plans a…

    Python 4 1

  3. DocSense DocSense Public

    A Simple Document Search Engine which runs locally on you machine.

    Rust 3

  4. seam-carving seam-carving Public

    Content-aware image resizing algorithm which preserves important visual content without ML.

    C 2

  5. doc-classifier doc-classifier Public

    Multimodal Agentic RAG application for Doc classification and Querying with a interactive ChatGPT like chat interface..

    Python 1

  6. leaf-music-classifier leaf-music-classifier Public

    Music genre classifier using LEAF (Learnable Audio Frontend) as a audio frontend combined with 2D CNN.

    Jupyter Notebook 1