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codeamt/README.md

📍 Freelance + Independent Researcher | United States

🌐 Hi, I’m codeamt — Software Engineer • AI/ML Researcher • Systems Builder

🧭 About Me

  • Independent AI/ML researcher focusing on new model arch itectures, efficient training, and multimodal systems
  • Full-stack & systems engineer with experience across Python, Rust, JS/TS, Linux, and cloud ecosystems
  • Invested in infra that scales: FSDP, Ray, Kubernetes, spot-GPU training pipelines, CI/CD, IaC
  • Build creative + scientific tools—simulation engines, annotators, media pipelines, agent frameworks
  • Passionate about problem spaces where research meets product (ML systems, optimization, autonomy)
  • Preparing applications for CS and EE graduate study; actively crafting publications & research proposals
  • Current interests: memory-compressed attention, byte-level VLMs, multi-agent RL, modern compiler design

💼 Seeking: Software engineering roles · ML engineering roles · R&D roles · CS/EE graduate programs Open to collaborations: research, open-source, and specialized engineering consulting


Skills & Technologies 🛠️

  • Programming Languages: Python (Proficient), Java (Intermediate), JavaScript (Familiar)
  • Frameworks/Libraries: TensorFlow, PyTorch, React, Node.js, Flask, Scikit-learn
  • Databases: PostgreSQL, MySQL, MongoDB
  • Tools: Git, Docker, Kubernetes, AWS, VS Code

Past Research & Notable Projects (Earlier projects mentioned in Grad School Applications) 🚀

  • PyTorchSwift — a Swift 5 wrapper for PyTorch and Torchvision, enabling seamless integration with domain-specific hardware through intermediate representation optimization
  • GymStrategy — a Kitura Server application and React.js UI utilizing OpenAI's gym library to train reinforcement learning policies in the Swift 5 programming language.
  • WindFarmSpotter — A containerized inference service for web and IoT edge (NVIDIA Jetson TX2) devices; with end-to-end deep learning pipeline to classify U.S. Wind Farms capacity from geospatial features converted to satellite images.
  • FastEfficientCovidnet: Fast.ai training pipeline for Covid-19 detection from chest x-rays; inference service built with Python/Streamlit/Docker.
  • DeepBlock — Presented at NeurIPS 2018 workshops as a poster.

Certificates and Specializations

Systems Programming & Computer Architecture (2023-2024)

  • Rust Programming Specialization - Duke University (2024)
  • C and C++ Specialization - University of California, Santa Cruz (2023)
  • Rust for DevOps - Duke University (2024)
  • Advanced Security Topics - University of Colorado Boulder (2024)
  • DDoS Attacks and Defenses - University of Colorado Systems (2024)

Software Engineering & Infrastructure (2022-2024)

  • Software Engineering - Hong Kong University of Science and Technology (2024)
  • Fundamentals of Ansible - Red Hat (2024)
  • Cloud-Native Development with OpenShift and Kubernetes - Red Hat (2022-2023)

Machine Learning Systems & Operations (2024)

  • LLMOps Specialization - Duke University (2024)
  • MLOps Specialization - Duke University (2024)
  • Rust for Large Language Model Operations - Duke University (2024)
  • Applied Python Data Engineering - Duke University (2024)

Machine Learning & AI Foundations (2018-2023)

  • Reinforcement Learning Specialization - University of Alberta (2023)
  • Machine Learning Engineer Nanodegree - Udacity, AWS (2020)
  • AI for Medicine Specialization - deeplearning.ai (2020)
  • Fast.ai Parts I & II - University of San Francisco (2018-2019)
  • Deep Learning Specialization - deeplearning.ai (2018)

📫 Let’s Connect

I’m open to roles, freelance work, collaborations, and research partnerships.

Pinned Loading

  1. SmartBlogger SmartBlogger Public

    An intelligent blogging app built with Ollama, LangGraph and Perplexity AI.

    Python

  2. Pyarrow-Algorithms Pyarrow-Algorithms Public

    High-performance foundational system design algorithm implementations using PyArrow and modern Python.

    Python

  3. Istio-rag-service Istio-rag-service Public

    A (work-in-progress) Kubernetes-based Retrieval-Augmented Generation (RAG) service that scrapes social media content, indexes it in a vector database, and provides an API for querying with an LLM.

    Python

  4. FSDP-Multi-GPU-Training FSDP-Multi-GPU-Training Public

    A template for fine-tuning 4-bit LLMs on a single gpu (Unsloth) and multi-GPU (FSDP) fleet via SageMaker. Deployed with Terraform.

    Python

  5. rust-python-pe-packer rust-python-pe-packer Public

    An educational Portable Executable (PE) packer and training data generator for security research/malware detection. Built in Rust with Python bindings.

    Rust

  6. encrypted-vfs encrypted-vfs Public

    An example encrypted virtual file system backed by mmap for efficient I/O.

    Rust