Why This Cheat Sheet Matters for PMLE
This cheat sheet covers the most important Machine Learning concepts tested on the PMLE (ML Engineer) certification exam. It contains 1 sections with 7 key points. Use this as a quick-reference guide during your final review sessions.
1Sections
7Key Points
ML Decision Tree
- No ML expertise needed → Pre-trained APIs (Vision, NLP, Translation, Speech).
- Custom model, minimal code → AutoML (Vision, Tables, NLP, Video).
- Full control → Vertex AI Training with custom containers.
- Feature management → Vertex AI Feature Store.
- ML pipelines → Vertex AI Pipelines (Kubeflow or TFX).
- Hyperparameter tuning → Vertex AI Vizier.
- Model serving → Vertex AI Prediction endpoints.
Practice Machine Learning Questions
Put your knowledge to the test with practice questions.
Google Cloud Service Quick Reference
GCP organises services around Compute (GCE, GKE, Cloud Run, App Engine, Cloud Functions), Storage (Cloud Storage, Persistent Disk, Filestore), Databases (Cloud SQL, Spanner, Firestore, Bigtable, BigQuery), and Networking (VPC, Cloud Load Balancing, Cloud CDN, Cloud Interconnect). Knowing which service fits each use case is essential for passing GCP exams.