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ibitec7/README.md

👋 Hi, I’m @ibitec7

I am captivated by the field of Data Science and Artificial Intelligence, having a keen interest in understanding the inner-workings of Machine Learning Algorithms and Data Systems. Beyond that, how these theories are applied to the real-world using High-Performance computing, and sophisticated and distributed systems to the Peta-Bytes worth of data that exists on the internet. Yielding the skill-set under my possession, I seek to not only understand theoretical concepts like Machine-Learning, but also implement and enable them practically on real-world Big Data. I believe data is central to the utility of any system and high-performance computing and distributed systems are the tools that enable it to be used practically.

My Work Ethic

I rigorously pre-process and wrangle with data through techniques like feature engineering to squeeze out every last bit of information it may contain, then I analyze it to uncover its story and the information it is communicating, and finally I use the insights gained to forecast what it may predict. I use high-performance computing to ensure that I am utilizing the full potential of the hardware that is made available to me, and design my infrastructure in a way that can scale to utilize the potential of any future hardware upgrades.

I am collaborative, and welcome any open-source contributions, joint-project ventures or code-review assistance. My contribution to any project can bring the unique perspective of the project as a data systems solution. I look forward to contributing my knowledge to any project and possibly in exchange also learn a different perspective from my contributor.

PROJECTS I HAVE WORKED ON

  • MLOps workflows
  • RAG pipelines with LLMs
  • ETL pipelines
  • CLI tooling
  • Blockchain
  • High-Performance Simulations

TECH STACK

ML/DL

Python PyTorch scikit-learn mlflow NumPy SciPy Pandas

HPC & Cybersecurity

Rust C++ nVIDIA Docker Kubernetes Ubuntu Linux

Data Engineering

Python Pandas Bash Script Apache Kafka Apache Spark MicrosoftSQLServer MySQL SQLite

GitHub Streak Top Langs

Pinned Loading

  1. blockchain blockchain Public

    Implementation of blockchain using PoS + PBFT

    Rust

  2. iot_simulator iot_simulator Public

    A Kubernetes setup for simulation of IoT sensor data streams

    Rust

  3. resume-bot resume-bot Public

    Implementation of a RAG pipeline for LLM to assist with resumes in context of job descriptions

    Python

  4. sms-scams sms-scams Public

    Jupyter Notebook

  5. portfolio portfolio Public

    A rigorous statistical analysis of securities available in the market to make a portfolio with good return and low to moderate risk level.

    Jupyter Notebook

  6. indicators-cli indicators-cli Public

    A CLI tool to automate the process of generating technical indicators for stock market data.

    Python