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simeetnayan81/README.md
Simeet Nayan, software engineer, ML systems, open source

Profile views Public repos Followers

About

I'm a software engineer at Wells Fargo and a Software Engineering Specialist at xAI, working on improving the Grok model.

After hours I work on open-source machine learning: training libraries, the systems around models, and on-device ML.

Work

  • Wells Fargo: Software Engineer
  • xAI: Software Engineering Specialist, Grok

After hours

  • Open source: PyTorch RL, Ignite, Ray, MLX
  • ML systems: environments, retrieval, on-device ML
  • Writing and paper implementations
whoami     Simeet Nayan | simeetnayan81
role       Software Engineer @ Wells Fargo | Specialist @ xAI
base       Bengaluru, India
focus      open source | machine learning | ML systems
now        VectorSwift  |  rlx-swift  |  ODSE
oss        ml-explore/mlx  |  gmberton/awesome-machine-learning-startups  |  ml-explore/mlx-lm
updated    2026-09-02 11:25 UTC

Projects

Live cards. Click through for the code.

Recently active
  • VectorSwift - Vector database written in Swift, built to run both on personal devices and on Swift server deployments | Swift | 2★ | updated Aug 13, 2026
  • rlx-swift - High-performance reinforcement learning environment and data-collection API built in idiomatic Swift. By leveraging MLXArray, rlx-swift delivers seamless, hardware-accelerated training loops optimized directly for Apple Silicon | Swift | 2★ | updated Jul 10, 2026
  • ODSE - Open Data Science Environment (ODSE): A standardized environment for AI agents to master end to end data science pipelines | Python | 2★ | updated Apr 25, 2026
  • dqn-breakout - Implementation of Deep Q Network to play Atari Breakout | Jupyter Notebook | 1★ | updated Apr 23, 2025
  • finbot - Finance News Aggregator using Agentic AI (Gemini + AutoGen) | Python | updated Apr 10, 2025
  • RL-Algorithms - Reinforcement Learning Algorithms Implementation | Jupyter Notebook | updated Apr 06, 2025

Open source

Recent public PRs, issues, and commits, grouped by repo. Expands as new work lands.

Recent contributions
ml-explore/mlx | ml-explore | 5 items
pytorch/rl | pytorch | 1 item
simeetnayan81/VectorSwift | simeetnayan81 | 5 items
simeetnayan81/rlx-swift | simeetnayan81 | 5 items

Writing

MRI Insights: Classification of Brain Tumor Using Intelligent Feature Extraction Techniques (IEEE, January 2025)

More on Medium | site


Activity

GitHub contribution streak Top languages
Contribution activity over the last year

Stack

Python Swift C++ PyTorch MLX

NumPy scikit-learn SQL FastAPI Docker Linux

Bookshelf
Book Author Status
Deep Learning Goodfellow, Bengio, Courville Completed
Reinforcement Learning: An Introduction Sutton & Barto Partial
The Pragmatic Programmer Hunt & Thomas Reading
So Good They Can't Ignore You Cal Newport Next
Working in Public Nadia Eghbal Next

Full list


Connect

simeetnayan81.github.io | resume | LinkedIn | X | Medium | Hugging Face | IEEE

“Here I stand, atoms with consciousness, matter with curiosity. A universe of atoms, an atom in the universe.”

Richard Feynman

Dashboard last refreshed: Sep 02, 2026 11:25 UTC | stats cards and badges update on view | activity rewritten by scripts/update_dashboard.py

Pinned Loading

  1. hypergan-pytorch hypergan-pytorch Public

    Slightly modified implementation of the paper HyperGAN: A Generative Model for Diverse, Performant Neural Networks by Ratzlaff et. al. by

    Python

  2. ignite ignite Public

    Forked from pytorch/ignite

    High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.

    Python

  3. simeetnayan81.github.io simeetnayan81.github.io Public

    Personal Portfolio Website - Generated Using Jekyll

    JavaScript