Course: Google Professional Machine Learning Engineer Training
Course Code: TGS-2023040476
Register here: https://www.tertiarycourses.com.sg/wsq-google-professional-machine-learning-engineer-training.html
Hands-on Google Professional Machine Learning Engineer labs for learners preparing to design, build, deploy, scale, monitor, and govern machine learning solutions on Google Cloud. The labs cover Vertex AI, BigQuery, Cloud Storage, Workbench, AutoML, custom training, feature engineering, pipelines, model registry, endpoints, monitoring, responsible AI, security, and production MLOps review.
| File | Description |
|---|---|
| Learner Guide | Detailed step-by-step guide for the full course. |
| Labs Index | Quick links to all hands-on labs. |
| Tools Guide | Free and built-in tools used throughout the labs. |
- Read the learner guide before starting the first lab.
- Complete the labs in order because later labs reuse design decisions and artifacts from earlier labs.
- Use a Google Cloud training account, sandbox, or free trial account with billing controls enabled.
- Prefer small datasets, low-cost machine types, and managed services configured for training use.
- Clean up notebooks, endpoints, jobs, buckets, and pipelines at the end of the course.
| Lab | Topic |
|---|---|
| Lab 01 | ML Solution Design, Project Setup, Governance |
| Lab 02 | Data Ingestion, BigQuery, Cloud Storage, Profiling |
| Lab 03 | Vertex AI Workbench, Experiment Baseline |
| Lab | Topic |
|---|---|
| Lab 04 | AutoML Training, Evaluation, Model Registry |
| Lab 05 | Custom Training, Containers, Hyperparameter Tuning |
| Lab 06 | Feature Engineering, Feature Store Concepts, Data Leakage |
| Lab 07 | Model Serving, Endpoints, Batch Prediction |
| Lab | Topic |
|---|---|
| Lab 08 | Pipelines, CI/CD, MLOps Orchestration |
| Lab 09 | Model Monitoring, Responsible AI, Security |
| Lab 10 | Capstone Production ML Solution and Exam Review |
- Google Skills: Professional Machine Learning Engineer Certification
- Google Cloud Professional Machine Learning Engineer Certification
- Course Registration
- Vertex AI Documentation
- Google Cloud Free Trial or instructor-provided sandbox account
- Google Cloud Console
- Cloud Shell
- Google Cloud CLI
- BigQuery sandbox or training project
- Cloud Storage
- Vertex AI Workbench
- Vertex AI Pipelines
- Cloud Logging and Cloud Monitoring
- diagrams.net