Session - ODSC East Talk - Challenges of machine learning development

Code - Link

Key Notes

• Automated and Scalable Infra for ML 

ML Automation Steps

• Data Pipeline
• ML Team
• Production / Deploy / Feedback Mechanism

Key Challenge is integration of all stages of development

• Reproducibility via docker
• Scaling via Kubernetes

Reproducibility

• Share insights
• Deploy Code

Automation process

• Data pipeline
• Feature generation

Production

• Monitoring
• Logging
• Packaging

End to End workflow of Development to Production

Infra 

• Deploy
• Monitor
• Train
• Scale it on cloud

Data Pipeline process

Keep Thinking!!!