Ashutosh Soni

Computer Engg. Undergrad · Coimbatore / Bengaluru

I am a Junior (third) year undergrad interested in machine learning, quantitative research, and systems programming. I like understanding things from first principles and tend to follow ideas wherever they lead, from theory to implementation.

Currently a Research Consultant at WorldQuant, making alphas.
Also active in competitive programming on Codeforces, AtCoder, and CodeChef (not lately, lol).

Liverpool fan. Football and badminton off the screen.

You've made it this far, might as well see what goes on inside my head.

Stuff I know

  • Languages- C, C++, Python, Currently Learning Rust
  • Libraries - NumPy, PANDAS, Scikit Learn, Pytorch
  • Also worked with Tensorflow and XGBoost
  • DB- MySQL, PostgreSQL, Redis

Currently working on

  • Finding Alphas at Worldquant Brain
  • Inference engine from scratch
  • Problem solving for fun on Codeforces, AtCoder and CSES

Reading / Implementing

Projects

Speculative Decoding Faster LLM inference. DexSYS Decentralized exchange for digital asset management. Trading Engine Low-latency engine in Rust. IV Surface reconstruction Options surface interpolation. Pruning LayerCollapse Efficient transformer pruning. Intelligent Inventory Real-time, event-driven inventory intelligence system.

Writing

Find me

GitHub LinkedIn Twitter / X