Data and Model Prototyping on Vertex AI
Exploring data, engineering features and prototyping models with Vertex AI Workbench, Colab Enterprise and Feature Store.
GCP-361 12 lessons planned ▶ Video lessons coming soon
Offered by HSM University · Google Cloud Certification Prep
Course content
- 1ML data explorationComing
- 2Vertex AI Workbench and Colab EnterpriseComing
- 3Data preprocessing at scaleComing
- 4Feature engineeringComing
- 5Vertex AI Feature StoreComing
- 6Choosing frameworks: TensorFlow, PyTorch, scikit-learn and XGBoostComing
- 7Prototyping models in notebooksComing
- 8Experiment trackingComing
- 9Handling imbalanced and sensitive dataComing
- 10Model explainabilityComing
- 11Privacy and data governance for MLComing
- 12Lab walkthrough: prototyping a classifierComing
Requirements
Recommended background. You can start any course at any time.
Description
Exploring data, engineering features and prototyping models with Vertex AI Workbench, Colab Enterprise and Feature Store.