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.
提供方
Google 云端平台課程信息
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完成後獲得證書
100% 在線
立即開始，按照自己的計劃學習。
初級
完成時間大約為10 小時
英語（English）
字幕：英語（English）
您將學到的內容有
Recognize the data-to-AI lifecycle on Google Cloud and the major big data and machine learning products.
Analyze big data at scale with BigQuery.
Identify different options to build machine learning solutions on Google Cloud.
Describe a machine learning workflow and the key steps with Vertex AI.
您將獲得的技能
- Tensorflow
- Bigquery
- Google Cloud Platform
- Cloud Computing
可靈活調整截止日期
根據您的日程表重置截止日期。
可分享的證書
完成後獲得證書
100% 在線
立即開始，按照自己的計劃學習。
初級
完成時間大約為10 小時
英語（English）
字幕：英語（English）
提供方
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.
授課大綱 - 您將從這門課程中學到什麼
完成時間為 14 分鐘
Course Introduction
This section welcomes learners to the Big Data and Machine Learning Fundamentals course, and provides an overview of the course structure and goals.
完成時間為 14 分鐘
1 個視頻 （總計 4 分鐘）, 1 個閱讀材料
完成時間為 2 小時
Big Data and Machine Learning on Google Cloud
This section explores the key components of Google Cloud's infrastructure. It's here that we introduce many of the big data and machine learning products and services that support the data-to AI lifecycle on Google Cloud.
完成時間為 2 小時
9 個視頻 （總計 29 分鐘）, 1 個閱讀材料, 2 個測驗
完成時間為 2 小時
Data Engineering for Streaming Data
This section introduces Google Cloud's solution to managing streaming data. It examines an end-to-end pipeline, including data ingestion with Pub/Sub, data processing with Dataflow, and data visualization with Looker and Data Studio.
完成時間為 2 小時
9 個視頻 （總計 22 分鐘）, 1 個閱讀材料, 2 個測驗
完成時間為 2 小時
Big Data with BigQuery
This section introduces learners to BigQuery, Google's fully-managed, serverless data warehouse. It also explores BigQuery ML, and the processes and key commands that are used to build custom machine learning models.
完成時間為 2 小時
9 個視頻 （總計 38 分鐘）, 1 個閱讀材料, 2 個測驗
完成時間為 1 小時
Machine Learning Options on Google Cloud
This section explores four different options to build machine learning models on Google Cloud. It also introduces Vertex AI, Google's unified platform for building and managing the lifecycle of ML projects.
完成時間為 1 小時
8 個視頻 （總計 24 分鐘）, 1 個閱讀材料, 1 個測驗
完成時間為 2 小時
The Machine Learning Workflow with Vertex AI
This section focuses on the three key phases--data preparation, model training, and model preparation--of the machine learning workflow in Vertex AI. Learners get the opportunity to practice building a machine learning model with AutoML.
完成時間為 2 小時
8 個視頻 （總計 26 分鐘）, 1 個閱讀材料, 2 個測驗
完成時間為 4 分鐘
Course Summary
This section reviews the topics covered in the course, and provides additional resources for further learning.
完成時間為 4 分鐘
1 個視頻 （總計 4 分鐘）
審閱
- 5 stars71.68%
- 4 stars23.65%
- 3 stars3.54%
- 2 stars0.53%
- 1 star0.58%
來自GOOGLE CLOUD BIG DATA AND MACHINE LEARNING FUNDAMENTALS的熱門評論
由 AP 提供2020年11月5日
Thank you so much for gave this chance. I'm so happy with learning here. And it's more important learning this for me. Very clearly and cool course. Lerned more things. Thank you very much again.
由 RT 提供2020年5月6日
It is a fun journey to explore the Big Data and ML resource in GCP. And even cooler is you don't need work for a big company or own lots of resource to get your hands dirty to support your learning!
由 UK 提供2021年2月10日
This course is an excellent introductory to Google Cloud Platform for Data Engineers and Machine Learning enthusiasts. The labs are really thorough and give nice hands-on on the various GCP services.
由 AS 提供2021年1月21日
Touched down on every aspect required on roadmap to Machine Learning along with big data. This will help to get which flavor suits or you find it interesting and then follow on next course of action.
常見問題
我什么时候能够访问课程视频和作业？
我订阅此证书后会得到什么？
Are there prerequisites for this course?
Am I eligible for the Google Cloud Platform free trial?
What if I have already used up my Google Cloud Platform free trial?
How does the free trial work?
Is this course similar to CPB100?
Does this course relate to the Google Certified Professional Data Engineer certification?
What is a Google certification?
還有其他問題嗎？請訪問 學生幫助中心。
