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.
What skills do I have
- Programming Languages - Python(Advanced), Rust(Intermediate), Go(Intermediate), C(Intermediate), bash(Intermediate), Javascript(basic),Julia, Mojo
- Data Science tools -Numpy, Scipy, matplotlib, seaborn, scikit learn, scikit image, Pytorch, Pandas, OpenCV, Flask, PySyft, Plotly Dash,PySpark, Tensorflow
- Database PostrgreSQL, MongoDB, DynamoDB, DuckDB, SQLite
- DevOps/MLOps Tool Docker, Kubernetes, Gitlab runner, Jenkins, Terraform, MLFlow, feast (fea- ture store), Kubeflow, Flyte.
- Cloud Platforms - AWS (S3 and EC2, ECR, API Gateway, Lambda, DynamoDB, IAM), GCP (Cloud Composer, GCS, SecretManager, VertexAI)
- LLM tools OpenAI API, Huggingface APIs, Instructor, Ollama, deepeval, Gemini API
Work Experience
- Engineer III Machine Learning (MLOps) at ACV Auctions (May 2024 - Present)
- Machine Learning Engineer (MLE) at Turboml Inc (Nov 2023 - April 2024)
- 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)
CV
MY CV updated 03/2024