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Google Cloud

Machine Learning on Google Cloud

Google Cloud via Coursera Specialization

Overview

What is machine learning, and what kinds of problems can it solve? How can you build, train, and deploy machine learning models at scale without writing a single line of code? When should you use automated machine learning or custom training? This course teaches you how to build Vertex AI AutoML models without writing a single line of code; build BigQuery ML models knowing basic SQL; create Vertex AI custom training jobs you deploy using containers (with little knowledge of Docker); use Feature Store for data management and governance; use feature engineering for model improvement; determine the appropriate data preprocessing options for your use case; use Vertex Vizier hyperparameter tuning to incorporate the right mix of parameters that yields accurate, generalized models and knowledge of the theory to solve specific types of ML problems, write distributed ML models that scale in TensorFlow; and leverage best practices to implement machine learning on Google Cloud. > By enrolling in this specialization you agree to the Qwiklabs Terms of Service as set out in the FAQ and located at: https://qwiklabs.com/terms_of_service

Syllabus

Course 1: How Google does Machine Learning
- Offered by Google Cloud. This course explores what ML is and what problems it can solve. The course also discusses best practices for ... Enroll for free.

Course 2: Launching into Machine Learning
- Offered by Google Cloud. The course begins with a discussion about data: how to improve data quality and perform exploratory data analysis. ... Enroll for free.

Course 3: Build, Train and Deploy ML Models with Keras on Google Cloud
- Offered by Google Cloud. This course covers building ML models with TensorFlow and Keras, improving the accuracy of ML models and writing ML ... Enroll for free.

Course 4: Feature Engineering
- Offered by Google Cloud. This course explores the benefits of using Vertex AI Feature Store, how to improve the accuracy of ML models, and ... Enroll for free.

Course 5: Machine Learning in the Enterprise
- Offered by Google Cloud. This course takes a real-world approach to the ML Workflow through a case study. An ML team faces several ML ... Enroll for free.

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Google Cloud Training

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