Data Science on Google Cloud: Machine Learning

1 day Intermediate universal_currency_alt 44 Credits

This is the second of two Quests of hands-on labs derived from the exercises from the book Data Science on Google Cloud Platform, 2nd Edition by Valliappa Lakshmanan, published by O'Reilly Media, Inc. In this second Quest, covering chapter 9 through the end of the book, you extend the skills practiced in the first Quest, and run full-fledged machine learning jobs with state-of-the-art tools and real-world data sets, all using Google Cloud tools and services.

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Lab

Bayes Classifier on Dataproc

Bayes Classifier on Cloud Dataproc

Lab

Machine Learning with Spark on Google Cloud Dataproc

In this lab you will learn how to implement logistic regression using a machine learning library for Apache Spark running on a Google Cloud Dataproc cluster to develop a model for data from a multivariable dataset

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Machine Learning with BigQuery ML

Lab

Machine Learning with TensorFlow in Vertex AI

In this lab you will learn how to use Google Cloud Machine Learning and Tensorflow to develop and evaluate prediction models using machine learning.

Lab

MLOps with Vertex AI

In this lab, you will need to automate the model building, training, and deployment to the model endpoint by creating a Vertex training pipeline.

Lab

Real Time Machine Learning with Cloud Dataflow and Vertex AI

Implement a real-time, streaming machine learning pipeline that uses Cloud Dataflow and Vertex AI.

info

Quest Info

Prerequisites

This Quest assumes two prerequisites: 1) you have access to the O’Reilly book Data Science on the Google Cloud Platform, as the labs only include the exercises from the end of each chapter and do not contain the concepts or teaching from the text itself. 2) You have already completed the first Quest in this sequence: Data Science on Google Cloud as well as all the prerequisites required for that Quest. WIthout these prerequisites, students will not have the skills or experience needed to succeed here.

Available languages

English, português (Brasil), 日本語, français, and español (Latinoamérica)

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After finishing this quest, you can explore additional content in your learning path or browse the learning catalog.

What badges can I earn?

Upon finishing a quest, you will earn a badge of completion. Some quests test your ability to apply your knowledge via a final assessment challenge lab. For these quests, you will receive a skill badge. Badges can be viewed on your profile and shared with your social network.

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