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 1-week, accelerated online course teaches participants how to derive insights through data analysis and visualization using the Google Cloud Platform. The course features interactive scenarios and hands-on labs where participants explore, mine, load, visualize, and extract insights from diverse Google BigQuery datasets. The course covers data loading, querying, schema modeling, optimizing performance, query pricing, and data visualization.
PREREQUISITES
To get the most out of this course, participants must complete the prior courses in this specialization:
• Exploring and Preparing your Data
• Storing and Visualizing your Data
• Architecture and Performance
>>> 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 <<<
本課程是 From Data to Insights with Google Cloud Platform 專項課程 專項課程的一部分
Applying Machine Learning to your Data with GCP
提供方
教學大綱 - 您將從這門課程中學到什麼
週
1Introduction
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 個視頻 （總計 6 分鐘）
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 個視頻 （總計 21 分鐘）, 1 個測驗
6 個視頻
Demo: Google Photos2分鐘
What is deep learning?41
ML Applications for Business3分鐘
ML Terms: Instances, Features, Labels3分鐘
The Spectrum of ML Tools3分鐘
1 個練習
Introduction to Machine Learning
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 個視頻 （總計 52 分鐘）, 2 個測驗
9 個視頻
Demo: Cloud Translate and Vision APIs5分鐘
Demo: Natural Language Processing API3分鐘
Collaborative Notebooks in the Cloud5分鐘
Demo: Cloud Datalab with BigQuery and Google Analytics7分鐘
Accessing BigQuery datasets from Cloud Datalab15分鐘
Visualizing Datasets in Charts1分鐘
Lab Overview28
Lab Walkthrough10分鐘
1 個練習
Notebooks in the Cloud10分鐘
週
2Creating ML Datasets in BigQuery
8 個視頻 （總計 35 分鐘）, 2 個測驗
8 個視頻
Choosing good features8分鐘
Exploring and Preprocessing Data1分鐘
Demo: Exploring and Preprocessing Data6分鐘
Other Tools for Creating Data Pipelines50
Knowing the Unknowable4分鐘
Creating Repeatable Dataset Splits2分鐘
Lab Solution: Creating Repeatable Dataset Splits9分鐘
1 個練習
Intro to Machine Learning10分鐘
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 個視頻 （總計 54 分鐘）, 1 個閱讀材料, 3 個測驗
6 個視頻
Phases of Model Building2分鐘
Demo: Predicting Taxi Cab Fare10分鐘
Demo: Creating a Classification Model12分鐘
Lab Intro: Predicting Visitor Return Purchases with BigQuery2分鐘
Lab Solution: Predicting Visitor Return Purchases in BigQuery20分鐘
1 個閱讀材料
BigQuery ML Resources10分鐘
1 個練習
BigQuery ML
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 個視頻 （總計 3 分鐘）
1 個視頻
4.6
22 個審閱33%
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創建者 LL•Aug 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.
創建者 SM•Apr 10th 2018
This was a great course in going beyond the lecture to applying the concepts of creating, training, testing and deploying a machine learning model
關於 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.
關於 From Data to Insights with Google Cloud Platform 專項課程
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.
>>> 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 <<<
常見問題
我能否在注册前预览课程？
是的，您可以在注册之前预览第一个视频和查看授课大纲。您必须购买课程，才能访问预览不包括的内容。
我什么时候能够访问课程视频和作业？
如果您决定在班次开始日期之前注册课程，那么您将可以访问课程的所有课程视频和阅读材料。班次开始之后，您便可以提交作业。
我注册之后会得到什么？
在您注册且班次开课之后，您将可以访问所有视频和其他资源，包括阅读材料内容和课程论坛。您将能够查看和提交练习作业，并完成所需的评分作业以获得成绩和课程证书。
我什么时候会收到课程证书？
如果您成功完成课程，您的电子课程证书将添加到您的成就页中，您可以通过该页打印您的课程证书或将其添加到您的领英档案中。
我为什么不能旁听此课程？
This course is one of a few offered on Coursera that are currently available only to learners who have paid or received financial aid, when available.
退款政策是如何规定的？
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