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pynip/README.md

Hi, I'm Anurag Prasad

Data Science & Quant-Finance • Robust Large Scale Data Pipelines on AWS/Azure • GenAI Tooling • Trading Backtesting/Realtime Systems • Derivatives

GitHub LinkedIn PSF Discourse IITM BSDS Profile Google Cloud Skills Boost OpenGenus IQ Author Visitors

Personal Email IITM Official Email DMI Official Email


👨‍💻 About

Data professional with 2 years of hands-on experience in financial data engineering & analytics. I design scalable ingestion & transformation pipelines (historical + real‑time), optimize quantitative research backtesting fidelity, and build lean automation + GenAI tooling that turns raw market data into actionable strategy insights.


image Core Competencies

  • Data Collection & Engineering – Large-scale real-time data collection, cleaning, processing, transformation, and storage/caching on cloud services (experience capturing real-time options snapshot data at 0.013s latency); building scalable & robust web crawlers/scrapers (dynamic sites; BrightData clients + personal experiments); market/options data engineering (high-volume ingestion, normalization, replay).
  • MLOps & Analytics – Designing & deploying end-to-end MLOps pipelines using MLflow, Databricks, DVC, etc., focusing on levels 0–2 from the Google Cloud Practitioners Guide to MLOps; predictive analytics model development using NLP/ML with optimization.
  • GenAI & Automation – GenAI augmentation for LLM-assisted artifact generation, prompt tooling, DSPy / LangChain; automation of pipelines & cloud operations with high reliability.
  • Backtesting & Research Enablement – Backtesting architecture ensuring simulation fidelity, performance profiling, reproducibility; quant research enablement via research tooling, rapid prototyping, CI/CD hardening.
  • Cloud & Infrastructure Automation – Complete cloud automation with 99.99% bug-free code, leveraging AWS EC2/S3/IAM/CloudWatch wrappers.

🛠️ Tech Stack

Languages Python · R · C/C++
Data / Compute Pandas · NumPy · MySQL · MongoDB · AWS (EC2, S3, IAM, CloudWatch)
Ingestion & Web Playwright · Selenium · Scrapy · BeautifulSoup · lxml
APIs / Market Alpaca · Databento (REST / RTC)
ML / GenAI MLflow · LangChain · DSPy · Bedrock · LiteLLM
Tooling FastAPI · Pytest · Git CI/CD · TMUX · Streamlit · BrightData

skills


🏢 Experience

image ZfenseLabs Inc — Data Scientist (Finance) (Contract) (Remote, Jun 2024 – Sept 2025)

  • Re-architected core options & equities backtesting components improving simulation fidelity + maintainability.
  • Built concurrent historical + live options data pipelines (Alpaca REST, Databento RTC) on lean EC2 footprints.
  • Developed GenAI research tooling (DSPy, LiteLLM, Bedrock, LangChain) for strategy prototyping & artifact automation.
  • Authored reusable AWS automation wrappers (S3, EC2, CloudWatch) for monitoring & resilient session recovery.
  • Instituted CI/CD, test harnesses, and performance profiling across analytics stack.

image SRIJAN — Project Executive MIS / IT (New Delhi, Jul 2021 – Feb 2022)

  • Produced modular MIS components; automated validation + multi-program reporting.
  • Managed relational data assets & real-time dashboards (Google Data Studio) for stakeholders.
  • Led trainings and maintained organizational web assets.

image Education

Program Institution Period
BS, Data Science & Applications IIT MadrasIIT Madras 2025–Present [ONLINE]
PGD, Statistical Methods & Analytics ISIIndian Statistical Institute 2023–24
MDP, Project Management for Rural Livelihoods IRMAIRMA 2021
PGDM, Development Management DMIDMI 2018–20
B.Tech, Computer Science & Engineering Gauhati UniversityGauhati University – Dept of IT 2012–16

📜 Certifications


📝 Publications

Articles (OpenGenus IQ):


image Current Focus

  • Experimenting with the traditional Black-Scholes Model (BSM) until it breaks
  • Researching optimization techniques for Non-Integer Programming (NIP)
  • Practicing advanced data structures in C

🤝 Collaboration

Open to: Any freelance contracts or projects related to data domains. If you have offers you’d like to bid on, I can help get your task done with very high quality.


📬 Contact

Feel free to reach out via any of the listed emails for collaboration or opportunities.

*Reflects most recent update (auto-sync not enabled). Last updated: Sep 2025.

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