Google Cloud Big Data and Machine Learning Fundamentals

Focused View

Google Cloud

2:24:46

0 View

1. Course Introduction

1. Meet the author.mp4

01:36

2. Course introduction.mp4

04:06

02. Big Data and Machine Learning on Google Cloud

01. Introduction.mp4

02:09

02. Google Cloud infrastructure.mp4

02:18

03. Compute.mp4

05:38

04. Storage.mp4

05:43

05. The history of big data and ML products.mp4

04:20

06. Big data and ML product categories.mp4

02:32

07. Customer example - Gojek.mp4

03:58

08. Lab introduction - Exploring a BigQuery Public Datas.mp4

00:46

10. Summary.mp4

01:15

03. Data Engineering for Streaming Data

01. Introduction.mp4

02:50

02. Big data challenges.mp4

02:00

03. Message-oriented architecture.mp4

04:56

04. Designing streaming pipelines with Apache Beam.mp4

02:16

05. Implementing streaming pipelines on Cloud Dataflow.mp4

03:35

06. Visualization with Looker.mp4

02:58

07. Visualization with Looker Studio.mp4

01:27

08. Lab introduction - Creating a streaming data pipeline for a Re.mp4

00:50

10. Summary.mp4

01:05

04. Big Data with BigQuery

01. Introduction.mp4

05:41

02. Storage and analytics.mp4

03:50

03. Demo - Querying TB of data in seconds.mp4

07:05

04. Introduction to BigQuery ML.mp4

04:24

05. Using BigQuery ML to predict customer lifetime value.mp4

04:36

06. BigQuery ML project phases.mp4

02:01

07. BigQuery ML key commands.mp4

03:25

08. Lab introduction - Predict Visitor Purchases with BigQuery ML.mp4

00:36

10. Summary.mp4

01:42

5. Machine Learning Options on Google Cloud

1. Introduction.mp4

02:29

2. Options to build ML models.mp4

03:43

3. Pre-built APIs.mp4

02:12

4. AutoML.mp4

06:53

5. Custom training.mp4

01:19

6. Vertex AI.mp4

03:50

7. AI Solutions.mp4

02:20

8. Summary.mp4

02:00

06. The Machine Learning Workflow with Vertex AI

01. Introduction.mp4

05:45

02. Data preparation.mp4

03:22

03. Model training.mp4

03:58

04. Model evaluation.mp4

04:56

05. Model deployment and monitoring.mp4

03:44

06. Lab introduction - Predicting loan risk with AutoML.mp4

00:33

08. Lab recap - Predicting loan risk with AutoML.mp4

03:04

09. Summary.mp4

00:43

7. Course Summary

1. Course summary.mp4

04:17

Description

This course introduces the Google Cloud big data and machine learning products and services that support the data-to-AI lifecycle.

What You'll Learn?

This course introduces the Google Cloud big data and machine learning products and services that support the data-to-AI lifecycle. It explores the processes, challenges, and benefits of building a big data pipeline and machine learning models with Vertex AI on Google Cloud.

More details

User Reviews

Rating

average 0

Total votes0

Focused display

Google Cloud

Instructor's Courses

Google Cloud can help solve your toughest problems and grow your business. With Google Cloud, their infrastructure is your infrastructure. Their tools are your tools. And their innovations are your innovations.

Pluralsight

View courses Pluralsight

Pluralsight, LLC is an American privately held online education company that offers a variety of video training courses for software developers, IT administrators, and creative professionals through its website. Founded in 2004 by Aaron Skonnard, Keith Brown, Fritz Onion, and Bill Williams, the company has its headquarters in Farmington, Utah. As of July 2018, it uses more than 1,400 subject-matter experts as authors, and offers more than 7,000 courses in its catalog. Since first moving its courses online in 2007, the company has expanded, developing a full enterprise platform, and adding skills assessment modules.