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Siddharth11Roy/README.md

Siddharth Roy

AI/ML Engineer focused on building production-grade ML systems, LLM applications, and intelligent automation.

Knowledge ground

  • Large Language Models (LLMs), RAG pipelines, and memory-augmented agentic systems
  • Multi-agent orchestration, retrieval workflows, and context-aware chatbot architecture
  • ML system optimization, inference latency reduction, and model monitoring/evaluation
  • Computer Vision: OCR, object detection, image preprocessing, segmentation, and post-processing pipelines
  • Synthetic data generation and tabular modeling using SDV and CTGAN
  • Fraud detection, biometric verification, and deepfake/catfish detection systems
  • Healthcare AI workflows: OCR/PDF parsing, structured extraction, and disease prediction pipelines
  • End-to-end MLOps and deployment with Docker, RunPod, API integrations, and cloud tooling

Tech Stack

  • Languages: Python, R, C++, SQL, JavaScript, TypeScript, HTML, CSS
  • ML/AI: PyTorch, TensorFlow, Keras, scikit-learn, XGBoost, CatBoost, LightGBM, Hugging Face, OpenCV, Ultralytics
  • Data: Pandas, NumPy, Polars, Matplotlib, Seaborn, NLTK, spaCy, SDV, CTGAN
  • Backend and APIs: FastAPI, Flask, Node.js, Express.js, REST APIs, OpenAI APIs
  • MLOps and Infra: Docker, RunPod, Git/GitHub, GitHub Actions, Render, Streamlit, Gradio
  • Databases and Analytics: PostgreSQL, MySQL, Redis, Power BI, Kaggle

Pinned Loading

  1. tldraw-claude-mcp tldraw-claude-mcp Public

    tldraw's live in mcp tool for claude with skill as well !!

    TypeScript 14

  2. Auto-EDA Auto-EDA Public

    Auto eda pipeline without any sort of APIs/LLMs

    Python

  3. imagepreprocessor imagepreprocessor Public

    This project is an OCR-focused image preprocessing pipeline built to improve text readability in difficult images, especially where text is blurred, low-contrast, or surrounded by noisy/dark backgr…

    Python 1

  4. harness-benchmark-skill harness-benchmark-skill Public

    the repo uses a simple harness scoring mechanism deployed as a skill, cli and a python package ( all under work ). The skill is currently accessible as a dashboard mcp + skill with claude. This hel…

    Python 8

  5. cerebra cerebra Public

    Memory-bound multi-agent architecture for Claude Code and Codex. Brain-region modules, file-based hippocampus, isolated worktrees, claim-locked sub-agents, live observability.

    Python 7 1

  6. TrimKVcache-implementation-with-Qwen TrimKVcache-implementation-with-Qwen Public

    Implemented the trimkv cache paper over the qwen model on a sample synthetic dataset to mimic benchmark results.

    Python