课程信息
4.6
239 个评分
23 个审阅

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

完成时间大约为6 小时

建议:1 week of study, 5-7 hours/week...

英语(English)

字幕:英语(English)

您将获得的技能

BigqueryMachine LearningGoogle Cloud PlatformCloud Computing

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

完成时间大约为6 小时

建议:1 week of study, 5-7 hours/week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 6 分钟

Introduction

Welcome to the last course in the Data Insights specialization. In this module we will overview the course topics and the labs platform you will be using. ...
2 个视频 (总计 6 分钟)
2 个视频
Qwiklabs Overview5分钟
完成时间为 21 分钟

Introduction to Machine Learning

In this module, we define what Machine Learning is and how it can benefit your business. You'll see a few demos of ML in action and learn key ML terms like instances, features, and labels....
6 个视频 (总计 21 分钟), 1 个测验
6 个视频
Demo: Google Photos2分钟
What is deep learning?41
ML Applications for Business3分钟
ML Terms: Instances, Features, Labels3分钟
The Spectrum of ML Tools3分钟
1 个练习
Introduction to Machine Learning
完成时间为 2 小时

Pre-trained ML APIs

In this module we will dive into pre-built and pre-trained ML models that we can access (like image recognition and sentiment analysis) within Cloud Datalab. ...
9 个视频 (总计 52 分钟), 2 个测验
9 个视频
Demo: Cloud Translate and Vision APIs5分钟
Demo: Natural Language Processing API3分钟
Collaborative Notebooks in the Cloud5分钟
Demo: Cloud Datalab with BigQuery and Google Analytics7分钟
Accessing BigQuery datasets from Cloud Datalab15分钟
Visualizing Datasets in Charts1分钟
Lab Overview28
Lab Walkthrough10分钟
1 个练习
Notebooks in the Cloud10分钟
2
完成时间为 2 小时

Creating ​ML Datasets in BigQuery

...
8 个视频 (总计 35 分钟), 2 个测验
8 个视频
Choosing good features8分钟
Exploring and Preprocessing Data1分钟
Demo: Exploring and Preprocessing Data6分钟
Other Tools for Creating Data Pipelines50
Knowing the Unknowable4分钟
Creating Repeatable Dataset Splits2分钟
Lab Solution: Creating Repeatable Dataset Splits9分钟
1 个练习
Intro to Machine Learning10分钟
完成时间为 4 小时

Creating ML Models in BigQuery

In this module, you will learn how to create machine learning models directly inside of BigQuery. You will learn the new syntax and work through the phases of building, evaluating, and testing an ML model....
6 个视频 (总计 54 分钟), 1 个阅读材料, 3 个测验
6 个视频
Phases of Model Building2分钟
Demo: Predicting Taxi Cab Fare10分钟
Demo: Creating a Classification Model12分钟
Lab Intro: Predicting Visitor Return Purchases with BigQuery2分钟
Lab Solution: Predicting Visitor Return Purchases in BigQuery20分钟
1 个阅读材料
BigQuery ML Resources10分钟
1 个练习
BigQuery ML
完成时间为 3 分钟

End of Course Recap

You've made it to the end! Let's review the lessons learned in the course and what resources are available for continued learning....
1 个视频 (总计 3 分钟)
1 个视频
4.6
23 个审阅Chevron Right

80%

通过此课程获得实实在在的工作福利

25%

加薪或升职

热门审阅

创建者 MBJan 22nd 2019

Enjoyed. I would add more in-depth ML part for BigQuery and different scenario. it also good to explain metric how and how to choose right features etc

创建者 LLAug 11th 2018

The instructor Evan is super great to rolling out machine learning in an easy /understandable way. hope he can tech more in-depth of machine learning.

关于 Google 云端平台

We help millions of organizations empower their employees, serve their customers, and build what’s next for their businesses with innovative technology created in—and for—the cloud. Our products are engineered for security, reliability, and scalability, running the full stack from infrastructure to applications to devices and hardware. Our teams are dedicated to helping customers apply our technologies to create success....

关于 From Data to Insights with Google Cloud Platform 专项课程

>>>Look for details below for COMPLETION CHALLENGE, receive up to $120 in Qwiklabs credits<<< Want to know how to query and process petabytes of data in seconds? Curious about data analysis that scales automatically as your data grows? Welcome to the Data Insights course! This four-course accelerated online specialization teaches course participants how to derive insights through data analysis and visualization using the Google Cloud Platform. The courses feature interactive scenarios and hands-on labs where participants explore, mine, load, visualize, and extract insights from diverse Google BigQuery datasets. The courses also cover data loading, querying, schema modeling, optimizing performance, query pricing, and data visualization. This specialization is intended for the following participants: ● Data Analysts, Business Analysts, Business Intelligence professionals ● Cloud Data Engineers who will be partnering with Data Analysts to build scalable data solutions on Google Cloud Platform To get the most out of this specialization, we recommend participants have some proficiency with ANSI SQL. COMPLETION CHALLENGE For every course you complete before 11:59pm PT May 5, 2019; we will send you 30 Qwiklabs credits (upto $120 USD value)! >>> 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 <<<...
From Data to Insights with Google Cloud Platform

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