Hi, I am Abinav R, Call me Abinav.
- š± Iām currently learning Apache Kafka and river
- šÆ Iām looking to collaborate on Machine learning or backend API for web
- š¬ Ask me about building ML models for production or MLOps
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.
My newest passion is to make real time ML accessible to all.
What skills do I have
- Programming Languages - Python(Advanced), Rust(Intermediate), C(Intermediate), bash(Intermediate),Go (basic), Javascript(basic),Julia
- Data Science tools -Numpy, Scipy, matplotlib, seaborn, scikit learn, scikit image, Pytorch, Pandas, OpenCV, Flask, PySyft, Plotly Dash,PySpark, Tensorflow
- Database - PostrgreSQL, MongoDB, DynamoDB
- DevOps/MLOps Tool - Docker, Kubernetes, Gitlab runner, Jenkins, Terraform, MLFlow, feast (fea- ture store).
- Cloud Platforms - AWS (S3 and EC2, ECR, API Gateway, Lambda, DynamoDB, IAM), GCP
- LLM tools - OpenAI API, Huggingface API, Guardrails, LMQL, jsonformer
Work Experience
- Machine Learning engineer (MLE) at TurboML (November 2023 - Present)
- Machine learning engineer (MLE) at Machine Learning Reply GmbH (June 2022 - July 2023)
- Data Scientist at Deepc (Oct 2020 - Mar 2022)
- Junior Data Scientist 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'.
Blog
I write on Medium (Not behind a payment gateway)