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.
von
Google CloudÜber diesen Kurs
241.263 kürzliche Aufrufe
Flexible Fristen
Setzen Sie Fristen gemäß Ihrem Zeitplan zurück.
Zertifikat zur Vorlage
Erhalten Sie nach Abschluss ein Zertifikat
100 % online
Beginnen Sie sofort und lernen Sie in Ihrem eigenen Tempo.
Stufe „Anfänger“
Ca. 10 Stunden zum Abschließen
Englisch
Untertitel: Englisch
Was Sie lernen werden
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.
Kompetenzen, die Sie erwerben
- Tensorflow
- Bigquery
- Google Cloud Platform
- Cloud Computing
Flexible Fristen
Setzen Sie Fristen gemäß Ihrem Zeitplan zurück.
Zertifikat zur Vorlage
Erhalten Sie nach Abschluss ein Zertifikat
100 % online
Beginnen Sie sofort und lernen Sie in Ihrem eigenen Tempo.
Stufe „Anfänger“
Ca. 10 Stunden zum Abschließen
Englisch
Untertitel: Englisch
von
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.
Lehrplan - Was Sie in diesem Kurs lernen werden
14 Minuten zum Abschließen
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.
14 Minuten zum Abschließen
1 Video (Gesamt 4 min), 1 Lektüre
2 Stunden zum Abschließen
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.
2 Stunden zum Abschließen
9 Videos (Gesamt 29 min), 1 Lektüre, 2 Quiz
2 Stunden zum Abschließen
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.
2 Stunden zum Abschließen
9 Videos (Gesamt 22 min), 1 Lektüre, 2 Quiz
2 Stunden zum Abschließen
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.
2 Stunden zum Abschließen
9 Videos (Gesamt 38 min), 1 Lektüre, 2 Quiz
1 Stunde zum Abschließen
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.
1 Stunde zum Abschließen
8 Videos (Gesamt 24 min), 1 Lektüre, 1 Quiz
2 Stunden zum Abschließen
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.
2 Stunden zum Abschließen
8 Videos (Gesamt 26 min), 1 Lektüre, 2 Quiz
4 Minuten zum Abschließen
Course Summary
This section reviews the topics covered in the course, and provides additional resources for further learning.
4 Minuten zum Abschließen
1 Video (Gesamt 4 min)
Bewertungen
- 5 stars71,69 %
- 4 stars23,67 %
- 3 stars3,51 %
- 2 stars0,53 %
- 1 star0,58 %
Top-Bewertungen von GOOGLE CLOUD BIG DATA AND MACHINE LEARNING FUNDAMENTALS
von BK18. Apr. 2020
Excellent overview of big data and machine learning using GCP, but would have been better if there had been notes similar to the "Google Cloud Platform Fundamentals - Core Infrastructure" course.
von RH26. Apr. 2020
We have learn't quite a lot of things which is necessary to be a data engineer and how to use GCP as your primary platform to over come the key challenges faced during data engineering life cycle
von AS21. Jan. 2021
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.
von RT6. Mai 2020
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!
Häufig gestellte Fragen
Wann erhalte ich Zugang zu den Vorträgen und Aufgaben?
Was bekomme ich, wenn ich dieses Zertifikat abonniere?
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?
Haben Sie weitere Fragen? Besuchen Sie das Learner Help Center.
