I am currently working at Tesla
I am currently learning:
- Applying Computer Vision and NLP based techniques for Document Extraction.
- Deploying and monitoring Machine Learning and Deep Learning Models in Production setup.
My earlier work in Production Setup:
-
Tree based model for MultiClass and MutliLabel Classification of Business Documents.
-
Document Representation and Clustering System using Representation Learning.
-
Named Entity Recognition System for identifying different entities in the Business Documents.
-
Text Detection System using Object Detection to identify different regions (Table,Paragraphs,Logo,Seal etc) in the Business Documents.
-
Entity Relation Extraction from Documents containing paragraphs to identify different entities and the relationship between entities.
-
Using Transformer based architectures for End to End Document Extraction in the following settings:
- Question Answering Task
- Key Value Pair Extraction
- Entity Extraction
-
Deployment of Machine Learning(ML) and Deep Learning(DL) models using Docker Containers.
-
Integrate log aggregation system using Loki and Granfana for ML/DL docker containers.
-
Integrate Machine Learning models input logs using Kibana.
-
Integrating Prometheus and Grafana as monitoring platform for ML/DL docker containers.
Other Projects and Initiatives:
-
Entirety.ai -Meetup Bengaluru (02/2019 - Present) A weekly meetup targeted to educate people in Machine Learning and Deep Learning .All the contents made for this meetup can be found on the
- Things we do:
- Solving Vision Related Problems Using State of the art Deep learning models.
- Hands On Session on training Different CNN Architectures.
- Solving Image Detection Problems.
- Solving Instance Segmentation Problems.
- Implementing Research papers.
- Hands On Session on NLP related tool and ML techniques to solve business problem
- Things we do:
-
Guest Speaker at AWS Summit 2019-Bengaluru
-
Guest Speaker & Poster Presentation at Pycon Conference- Chennai
-
Bengaluru Event Ambassador for Deeplearning.ai Pie and AI Meetup Group. (02/2020 - Present)