About

Hi, I am Abinav.

What do I do for work

My job is to run convert mathematical models in code to production grade software. What are these mathematical models in code? These are what people nowadays call AI. I have experience of building and making them available to users for about 4 years now across organizations. Over the past two years, my focus has spanned the full spectrum of AI, from building underlying infrastructure to training models and deploying LLM applications for OCR.

What skills do I have

• Programming Languages - Python(Advanced), Rust(Intermediate), Go(Intermediate), C(Intermediate), bash(Intermediate), Javascript(basic)
• AI Agent Harnesses - Claude Code (my Day to Day harness), OpenCode and Github Copilot
• Data Science tools - Numpy, Scipy, matplotlib, seaborn, scikit learn, scikit image, Pytorch, Pandas, OpenCV, Flask, PySyft, Plotly Dash,PySpark, Jax
• Databases - PostrgreSQL, MongoDB, DynamoDB, DuckDB, SQLite
• DevOps/MLOps Tool - Docker, Kubernetes, Gitlab runner, Jenkins, Terraform, MLFlow, feast (fea- ture store), Kubeflow, Flyte.
• Cloud Platforms - AWS and GCP

Principles

These are some of the principles I hold myself to - Principles

Work Experience

• Senior Engineer Machine Learning (MLOps) at ACV Auctions (June 2025 - Present)
• Engineer III Machine Learning (MLOps) at ACV Auctions (May 2024 - June 2025)
• Machine Learning Engineer (MLE) at Turboml Inc (Nov 2023 - April 2024)
• Founding AI Engineer at Namora (Aug 2023 - Oct 2023) Startup ceases to exist.
• Machine Learning Engineer (MLE) at Machine Learning Reply GmbH (June 2022 - July 2023)
• Machine Learning Engineer at Deepc (Oct 2020 - Mar 2022)
• Junior Machine Learning Engineer at Deepc (Jun 2019 - Oct 2020)
• Working student-Data Science at The Mobility House (Oct 2018 - Mar 2019)
• Writing team lead at Openmined (July 2021 - Nov 2022)
• Research Engineer at Openmined(April 2020 - July 2021)

Education

• M.Sc Computational science and engineering at Technical University of Munich (2020)
• B.Tech in Mechanical Engineering at Amrita School of Engineering, Bengaluru campus (2016)

Research Projects

• Completed Master thesis on Self Supervised Out of Distribution detection for Medical application under the supervision of Dr.Kim SeongTae at CAMPAR. .
• I worked with Suprosanna in Image Based Biomedical Modelling lab on ‘Solving Inverse Problem in PDE using deep learning’.

You can know about my current projects at Github

Blog

I write on Medium (Not behind a payment gateway) and Substack

CV

MY CV updated 03/2024