Mona M. Official Google..Professional Machine Learning Engineer Study Guide 2023 torrent

Textbook in PDF format

In Google Cloud Certified Professional Machine Learning Study Guide, a team of accomplished artificial intelligence (AI) and machine learning (ML) specialists delivers an expert roadmap to AI and ML on the Google Cloud Platform based on new exam curriculum. With Sybex, you’ll prepare faster and smarter for the Google Cloud Certified Professional Machine Learning Engineer exam and get ready to hit the ground running on your first day at your new job as an ML engineer.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.A can’t-miss resource for everyone preparing for the Google Cloud Certified Professional Machine Learning certification exam, or for a new career in ML powered by the Google Cloud Platform, this Sybex Study Guide has everything you need to take the next step in your career.
Introduction
Framing ML Problems
Exploring Data and Building Data Pipelines
Feature Engineering
Choosing the Right ML Infrastructure
Architecting ML Solutions
Building Secure ML Pipelines
Model Building
Model Training and Hyperparameter Tuning
Model Explainability on Vertex AI
Scaling Models in Production
Designing ML Training Pipelines
Model Monitoring, Tracking, and Auditing Metadata
Maintaining ML Solutions
BigQuery ML