DevOps for Data scientist
MLOps
Explainability
Conducted a DevOps for data scientist workshop for 2019 batch of Masters in Business Analytics student in Carlson school of management. The workshop was attended by 100+ students.
Workshop Content
- What is DevOps? Why is it needed?
- Model building using cookbooks in Python
- Version control using GIT
- Deploying Model as an API using Flask and microservices framework
- Packaging applications using Docker
- Scaling and Deploying applications in Google cloud using Docker and Kubernetes