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MLOps Course Modules


  • Course Introduction
  • Data Scientists’ Pain Points
  • Machine Learning Lifecycle
  • MLOps Architecture and TensorFlow Extended Components
  • Introduction
  • Introduction to Containers
  • Containers and Container Images
  • Lab introduction
  • Getting Started With GCP And Qwiklabs
  • Lab: Working with Cloud Build
  • Lab solution
  • Introduction to Kubernetes
  • Introduction to Google Kubernetes Engine
  • Compute Options Detail
  • Kubernetes Concepts
  • The Kubernetes Control Plane
  • Google Kubernetes Engine Concepts
  • Compute Option Detail
  • kubernetes concepts
  • The kubernetes control plane
  • Google Kubernetes Engineer Concepts
  • Lab Introduction
  • Deployment
  • Service and scaling
  • Rolling Updates
  • Canary Deployment
  • Managing Deployment
  • Lab Intro/li>
  • Jobs and CornJobs
  • Parallel Jobs
  • Cron Jobs
  • Overview
  • Introduction to AI Platform
  • AI Platform Pipelines:Concepts
  • AI Platform Pipelines
  • AI Platform Pipelines:Ecosyster
  • Lab: Working with Cloud Build
  • Lab solution:AI Platform
  • Lab Solutions
  • System and concept Overview
  • Create a reproducible dataset
  • Implement a tunable model
  • Build and Push a training
  • Train and tune the model
  • Serve and query the model
  • Lab Intro:training,tuning
  • Lab Using Custom container
  • System and concept Overview
  • Describing a Kubeflow Pipelines
  • Prebuilt Components
  • Lightweight Python Components
  • Custom Components
  • Compile, Upload and Run
  • Lab Intro:Continuous Training
  • Lab Intro:continuous Pipelines
  • Concept Overview
  • Cloud Build Builders
  • Cloud Build Configuration
  • Cloud Build Triggers
  • Lab Intro:CI/CD
  • Lab:CI/CD for a KFP pipeline
  • Course Summary

GET AHEAD WITH DEEPNEURON MLOPS CERTIFICATE

Earn your MLOps certificate

Our Kubernetes program is exhaustive and this certificate is proof that you have taken a big leap in mastering the domain.

Differentiate yourself with a MLOps Certificate

The knowledge and MLOps skills you've gained working on projects, simulations, case studies will set you ahead of the competition.

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