Machine Learning Model Lifecycle and Operations
Training, tracking, registering, deploying and monitoring machine learning models in production, from the AI-300 outline.
MSAZ-261 12 lessons planned ▶ Video lessons coming soon
Offered by HSM University · Microsoft Certification Prep
Course content
- 1Experiment tracking with MLflowComing
- 2Automated MLComing
- 3Hyperparameter tuningComing
- 4Distributed trainingComing
- 5Training pipelinesComing
- 6Registering and versioning modelsComing
- 7Responsible AI evaluation of modelsComing
- 8Real-time endpointsComing
- 9Batch endpointsComing
- 10Progressive rollout and rollbackComing
- 11Monitoring for data driftComing
- 12Retraining triggersComing
Requirements
Recommended background. You can start any course at any time.
Description
Training, tracking, registering, deploying and monitoring machine learning models in production, from the AI-300 outline.