Manish Kumar
Software & ML Engineer | Backend & Data Systems | Java | Python
- Role
- Assistant Manager - Datascience at Stashfin
- Location
- Gurugram, HR, IN
- LinkedIn followers
- 500 followers
About Manish Kumar
Software and ML Engineer with 4+ year of experience in designing scalable backend systems and ML pipelines in fast-paced fintech environments. Built end-to-end solutions—from feature engineering and model evaluation to real-time APIs and decision engines—using tools like Java, Python, Spring Boot, FastAPI, and Apache Spark with a strong focus on clean architecture, automation, and real-world impact.
Experience
Assistant Manager - Datascience
Dec 2024 — Present · Gurugram, IN
Built feature generation system using Java Spark and Spring Boot for batch and real-time data- Automated feature selection pipeline (Python, Scikit-learn, and XGBoost), reducing inputs by 70%- Created historical model evaluation flow using Pandas and LightGBM for safe testing- Deployed ML models via FastAPI microservices with Docker and PostgreSQL for scalability- Developed configurable loan offer engine powered by ML, improving accuracy and automation.
Education
International Institute of Information Technology Bangalore
Post Graduate Diploma, Software Development
2019 — 2020
The Institute of Chartered Accountants of India
CA IPCC, Accounts, Finance, Taxation & Audit
2015 — 2015
CHANDIGARH UNIVERSITY
Bachelor of Computer Application, Computer Science
2016 — 2019
Guru Gobind Singh Indraprastha University
Master of Computer Applications - MCA, Computer Science
2019 — 2022
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