Official Google Cloud Certified Professional Machine Learning Engineer Study Guide 1st Edition

Official Google Cloud Certified Professional Machine Learning Engineer Study Guide 1st Edition – Ebook PDF Instant Download/Delivery ISBN(s): 9781119981565, 1119981565

Product details:

• ISBN-10: 1119981565
• ISBN-13: 9781119981565
• Author: Mona Mona, Pratap Ramamurthy

The book walks readers through the machine learning process from start to finish, starting with data, feature engineering, model training, and deployment on Google Cloud. It also discusses best practices on when to pick a custom model vs AutoML or pretrained models with Vertex AI platform. All technologies such as Tensorflow, Kubeflow, and Vertex AI are presented by way of real-world scenarios to help you apply the theory to practical examples and show you how IT professionals design, build, and operate secure ML cloud environments.

Table contents:

Chapter 1: Framing ML Problems

Chapter 2: Exploring Data and Building Data Pipelines

Chapter 3: Feature Engineering

Chapter 4: Choosing the Right ML Infrastructure

Chapter 5: Architecting ML Solutions

Chapter 6: Building Secure ML Pipelines

Chapter 7: Model Building

Chapter 8: Model Training and Hyperparameter Tuning

Chapter 9: Model Explainability on Vertex AI

Chapter 10: Scaling Models in Production

Chapter 11: Designing ML Training Pipelines

Chapter 12: Model Monitoring, Tracking, and Auditing Metadata

Chapter 13: Maintaining ML Solutions

Chapter 14: BigQuery ML

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