Profile banner
Ayush Singh

Ayush Singh

CS undergrad focused on end-to-end ML systems and full-stack

ayushsingh8886
Joined March 2026

Network

726 connections

Summary

End-to-end ML builder: prefers projects that go beyond exploratory notebooks to production-like systems — from raw data cleaning and feature engineering through model training to a deployed React prediction interface (example: Indian Railways journey duration predictor with R² ≈ 0.945).
Research and model benchmarking: has worked on hybrid ML/deep-learning systems for cybersecurity incident prioritization, systematically benchmarking six models and achieving high measured accuracy (Random Forest at 99.68%).
Full-stack and software engineering experience: builds full-stack applications (MERN, Java/MySQL, Flask) and has completed software engineering simulations with large tech/finance firms, indicating practical software development exposure alongside ML work.
Practical, tool-oriented technologist with a focused core stack: primarily uses Python (Scikit-learn, Pandas), Java, JavaScript (React, Node.js), and SQL to turn real datasets into shipped products.

Work

Education

Projects

Hobbies

Enjoys building end-to-end data products and interactive tools that users can actually click on.