Manish Tiwari

👋 Hi, myself manish tiwari, third year CS engineering student at IK Gujral Punjab Technical University, Kapurthala, Punjab. who builds practical machine learning systems and learns by shipping real projects.

most of my time goes into working on end-to-end ml pipelines — from data and models to deployment and evaluation. i'm especially interested in mlops, ai systems, and making models reliable outside notebooks.

Merged PRs across Augur, SunPy, holidays, and other OSS projects, including security-conscious logging changes, package behavior updates, documentation fixes, and compatibility improvements; actively respond to maintainer review and ship accepted changes into release branches.

💪 outside of tech, i love gym, long cycling trips, walking!!

🎯 Currently focused on: ML Systems Architecture • Production Deployment • Cost Optimization