關於此課程：>>> 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 <<< 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
此課程適用人群：• 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
製作方： Google Cloud
| 基本信息 | |
| 級別 | 中級 |
| 承諾學習時間 | 1 week of study, 5-7 hours/week |
| 語言 | English |
| 硬件要求 | You'll need a desktop web browser to run this course's interactive labs via Qwiklabs. |
| 如何通過 | 通過所有計分作業以完成課程。 |
| 用戶評分 |
預覽
授課大綱
第 1 週
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 個視頻
- 視頻: Qwiklabs Overview
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
- 視頻: Demo: Google Photos
- 視頻: What is deep learning?
- 視頻: ML Applications for Business
- 視頻: ML Terms: Instances, Features, Labels
- 視頻: The Spectrum of ML Tools
已評分: 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.
11 個視頻
- 視頻: Demo: Cloud Translate and Vision APIs
- Discussion Prompt: Explore the Cloud Vision API
- 視頻: Demo: Natural Language Processing API
- Discussion Prompt: Explore the Language APIs
- 視頻: Collaborative Notebooks in the Cloud
- 視頻: Demo: Cloud Datalab with BigQuery and Google Analytics
- 視頻: Accessing BigQuery datasets from Cloud Datalab
- 視頻: Visualizing Datasets in Charts
- 視頻: Lab Overview
- 視頻: Lab Walkthrough
- 視頻: Lab Intro
- LTI Item: Qwiklabs – Connecting BigQuery to Cloud Datalab
- 視頻: Lab Walkthrough
已評分: Qwiklabs – Practice with ML APIs within Cloud Datalab
已評分: Notebooks in the Cloud
第 2 週
Creating ML Datasets in BigQuery
8 個視頻
- 視頻: Choosing good features
- 視頻: Exploring and Preprocessing Data
- 視頻: Demo: Exploring and Preprocessing Data
- 視頻: Other Tools for Creating Data Pipelines
- 視頻: Knowing the Unknowable
- 視頻: Creating Repeatable Dataset Splits
- 視頻: Lab Solution: Creating Repeatable Dataset Splits
已評分: Creating Repeatable Dataset Splits with BigQuery
已評分: Intro to Machine Learning
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, 1 個閱讀材料
- 視頻: Phases of Model Building
- 視頻: Demo: Predicting Taxi Cab Fare
- Reading: BigQuery ML Resources
- 視頻: Demo: Creating a Classification Model
- 視頻: Lab Intro: Predicting Visitor Return Purchases with BigQuery
- 視頻: Lab Solution: Predicting Visitor Return Purchases in BigQuery
已評分: Predicting Visitor Return Purchases with BigQuery
已評分: Building a Forecasting model in BigQuery ML
已評分: 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
常見問題解答
運作方式
Coursework
Each course is like an interactive textbook, featuring pre-recorded videos, quizzes and projects.
Help from Your Peers
Connect with thousands of other learners and debate ideas, discuss course material, and get help mastering concepts.
Certificates
Earn official recognition for your work, and share your success with friends, colleagues, and employers.
製作方
Google Cloud
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.
價格
| 購買課程 | |
|---|---|
| 訪問課程材料 | 可用 |
| 訪問評分的材料 | 可用 |
| 收到最終成績 | 可用 |
| 獲得可共享的課程證書 | 可用 |
評分和審閱
Very professional Google course.
good
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.
CC
It would be nice if the labs had additional/different code then the one explained over the videos.