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Google Cloud Fundamentals: Big Data and Machine Learning

WGAC-GGL-GCF-BDM

Google Cloud Training Courses Certification

Schedule

See all events for this courseSee all Courses
Open
Google

Google Cloud Fundamentals: Big Data and Machine Learning

WGAC-GGL-GCF-BDM

Virtual ILT

Language: English

GMT UTC+00:00

Start date:09 Dec 2022 09:00
End date:09 Dec 2022 17:00
Duration:1 day

$ 660

Open
Google

Google Cloud Fundamentals: Big Data and Machine Learning

WGAC-GGL-GCF-BDM

London, City

Language: English

GMT UTC+00:00

Start date:10 Jan 2023 09:00
End date:10 Jan 2023 17:00
Duration:1 day

$ 660

Open
Google

Google Cloud Fundamentals: Big Data and Machine Learning

WGAC-GGL-GCF-BDM

Virtual ILT

Language: German

CET UTC+01:00

Start date:30 Jan 2023 09:00
End date:30 Jan 2023 17:00
Duration:1 day

$ 650

Open
Google

Google Cloud Fundamentals: Big Data and Machine Learning

WGAC-GGL-GCF-BDM

Hamburg

Language: German

CET UTC+01:00

Start date:27 Feb 2023 09:00
End date:27 Feb 2023 17:00
Duration:1 day

$ 650

Open
Google

Google Cloud Fundamentals: Big Data and Machine Learning

WGAC-GGL-GCF-BDM

Virtual ILT

Language: German

CET UTC+01:00

Start date:27 Mar 2023 09:00
End date:27 Mar 2023 17:00
Duration:1 day

$ 650

Description

Module 1: Big Data and Machine Learning on Google Cloud
  • Identify the different aspects of Google Cloud’s infrastructure.
  • Identify the big data and machine learning products on Google Cloud.
  • Lab: Exploring a BigQuery Public Dataset
Module 2: Data Engineering for Streaming Data
  • Describe an end-to-end streaming data workflow from ingestion to data visualization.
  • Identify modern data pipeline challenges and how to solve them at scale with Dataflow.
  • Build collaborative real-time dashboards with data visualization tools.
  • Lab: Creating a Streaming Data Pipeline for a Real-Time Dashboard with Dataflow
Module 3: Big Data with BigQuery
  • Describe the essentials of BigQuery as a data warehouse.
  • Explain how BigQuery processes queries and stores data.
  • Define BigQuery ML project phases.
  • Build a custom machine learning model with BigQuery ML.
  • Lab: Predicting Visitor Purchases Using BigQuery ML
Module 4: Machine Learning Options on Google Cloud
  • Identify different options to build ML models on Google Cloud.
  • Define Vertex AI and its major features and benefits.
  • Describe AI solutions in both horizontal and vertical markets.
Module 5: The Machine Learning Workflow with Vertex AI
  • Describe a ML workflow and the key steps.
  • Identify the tools and products to support each stage.
  • Build an end-to-end ML workflow using AutoML.
  • Lab: Vertex AI: Predicting Loan Risk with AutoML
Module 5: Course Summary

This section reviews the topics covered in the course and provides additional resources for further learning.

Describe the data-to-AI lifecycle on Google Cloud and identify the major products of big data and machine learning.

Basic understanding of one or more of the following:

  • Database query language such as SQL
  • Data engineering workflow from extract, transform, load, to analysis, modeling, and deployment
  • Machine learning models such as supervised versus unsupervised models

This course teaches participants the following skills:

  • Recognize the data-to-AI lifecycle on Google Cloud and the major products of big data and machine learning.
  • Design streaming pipelines with Dataflow and Pub/Sub.
  • 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.
  • Build a machine learning pipeline using AutoML.

  • Module 1: Big Data and Machine Learning on Google Cloud
  • Module 2: Data Engineering for Streaming Data
  • Module 3: Big Data with BigQuery
  • Module 4: Machine Learning Options on Google Cloud
  • Module 5: The Machine Learning Workflow with Vertex AI
  • Module 6: Course Summary
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