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sagnik1511 (Sagnik Roy) · GitHub

Overview Repositories 143 Projects 1 Packages Stars 247
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Going Deep
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sagnik1511/README.md

Hi 👋, I'm Sagnik Roy

Building scalable data infrastructure,Trading systems and machine learning applications.

👨‍💻 About Me

I'm a Software Engineer passionate about building reliable and scalable systems.

My interests lie at the intersection of:

  • 📊 Data Engineering
  • ⚡ Distributed Systems
  • 📈 Market Data Infrastructure
  • 🤖 Machine Learning
  • 🧠 Reinforcement Learning
  • 🐧 Linux & Modern C++

I enjoy building software that is fast, maintainable and production-ready.

🚀 What I'm Currently Building

📈 Crypto Market Data Platform

A production-grade streaming platform featuring

  • Binance WebSocket ingestion
  • Apache Kafka streaming
  • ClickHouse analytics
  • Reference Data Management
  • Historical replay
  • Live dashboards

🤖 Reinforcement Learning Trading Environment

A Gymnasium-compatible trading simulator supporting

  • Spot trading
  • Portfolio simulation
  • PPO training
  • Custom reward engineering
  • Research-friendly architecture

⚙️ Modern C++

Learning systems programming through

  • Tensor library implementation
  • Performance optimization
  • CMake
  • Linux-first development

🛠 Tech Stack

Languages

Data Engineering

Machine Learning

Tools

📊 GitHub Statistics

🌱 Currently Learning

  • Distributed Systems
  • Kafka Internals
  • ClickHouse Optimization
  • Modern C++20
  • Low-latency System Design
  • Quantitative Trading Infrastructure

📌 Featured Projects

Project Description
🚀 Crypto Market Data Platform Production-grade market data ingestion using Kafka & ClickHouse
📈 Trading Environment RL-compatible Gymnasium trading simulator
⚡ Binance Reference Data Real-time reference data service
🧠 Tensor Library Modern C++ numerical computing library
📊 Analytics Dashboard Live visualization over streaming data

🏃 Outside Coding

  • 🏃 Running
  • ⛰️ Trekking
  • 🎵 Music
  • 📚 Continuous Learning

🤝 Connect With Me

"Building reliable software, one commit at a time."

Pinned Loading

  1. samay_yantra samay_yantra Public

    Stolen programs from Rohit Mehra's Time Machine from Krish(2006) for future weather prediction at Beutenberg

    Python 10

  2. Torch-Tutor Torch-Tutor Public

    Simplified PyTorch Trainer

    Jupyter Notebook 17 1

  3. Tabular-AutoML Tabular-AutoML Public

    Python Auto-ML Package for Tabular Datasets

    Python 23 12

  4. Viz-It Viz-It Public

    Data Visualizer Web-Application

    Python 16 2

  5. Asteroid-Classification Asteroid-Classification Public

    Classifying asteroids based on NASA JPL data records

    Python 9 1

  6. rl-ppo-transformer-trading-bot rl-ppo-transformer-trading-bot Public

    Trading Bot using RL PPO algorithm powered by transformer

    Jupyter Notebook 7 3

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