Full Stack Deep Learning
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Full Stack Deep Learning
Course Content
Setting up Machine Learning Projects
Infrastructure and Tooling
Data Management
Machine Learning Teams
Training and Debugging
Testing and Deployment
Project Structure
ML Test Score
CI / Testing
Docker
Web Deployment
Monitoring
Hardware/Mobile
Research Areas
Labs
Where to go next
Guest Lectures
Xavier Amatriain (Curai)
Chip Huyen (Snorkel)
Lukas Biewald (Weights & Biases)
Jeremy Howard (Fast.ai)
Richard Socher (Salesforce)
Raquel Urtasun (Uber ATG)
Yangqing Jia (Alibaba)
Andrej Karpathy (Tesla)
Jai Ranganathan (KeepTruckin)
Franziska Bell (Toyota Research)
Corporate Training and Certification
Corporate Training
Certification
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Docker
What is Docker?
Docker - Testing and Deployment

Summary

  • Docker is a computer program that performs operating-system-level virtualization, also known as containerization.
  • A container is a standardized unit of fully packaged software used for local development, shipping code, and deploying system.
  • Though Docker presents on how to deal with each of the individual microservices, we also need an orchestrator to handle the whole cluster of services. For that, Kubernetes is the open-source winner, and it has excellent support from the leading cloud vendors.
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Web Deployment
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Summary