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Google Cloud Fundamentals: Big Data and Machine Learning (GCF-BDM)

 

Course Overview

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.

Who should attend

This class is intended for the following:

  • Data analysts, data scientists, and business analysts who are getting started with Google Cloud
  • Individuals responsible for designing pipelines and architectures for data processing, creating and maintaining machine learning and statistical models, querying datasets, visualizing query results, and creating reports
  • Executives and IT decision makers evaluating Google Cloud for use by data scientists

Certifications

Prerequisites

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

Course Objectives

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.

Course Content

  • 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
Online Training

Duration 1 day

Price (excl. tax)
  • 650.— €
Digital courseware

Courseware language: English

Classroom Training

Duration 1 day

Price (excl. tax)
  • Germany: 650.— €
  • Switzerland: CHF 850.—
incl. catering Digital courseware

Courseware language: English

Schedule

Guaranteed date:   The course is guaranteed to run regardless of the number of participants. This excludes unforeseeable events (e.g. accident, illness of the trainer) which make it impossible to carry out the course.
Instructor-led Online Training:   Course conducted online in a virtual classroom.
FLEX Classroom Training (hybrid course):   Course participation either on-site in the classroom or online from the workplace or from home.
English
Time zone: Central European Summer Time (CEST)   ±1 hour
Online Training This is a FLEX course.
Time zone: British Summer Time (BST)
Online Training This is a FLEX course.
Time zone: Greenwich Mean Time (GMT)
2 hours difference
Online Training This is a FLEX course.
Time zone: Gulf Standard Time (GST)
3 hours difference
Online Training This is a FLEX course.
Time zone: India Standard Time (IST)
Online Training This is a FLEX course.
Time zone: India Standard Time (IST)
4 hours difference
Online Training Time zone: India Standard Time (IST)
6 hours difference
Online Training Time zone: UTC+8
Online Training Time zone: UTC+8
7 hours difference
Enroll Time zone: Central Daylight Time (CDT) Guaranteed date!
Enroll Time zone: Central Daylight Time (CDT) Guaranteed date!
Enroll Time zone: Central Standard Time (CST) Guaranteed date!
Enroll Time zone: Central Standard Time (CST) Guaranteed date!
FLEX Classroom Training (hybrid course):   Course participation either on-site in the classroom or online from the workplace or from home.
Germany
Munich
Frankfurt
Hamburg

Fast Lane Flex™ Classroom If you can't find a suitable date, don't forget to check our world-wide FLEX training schedule.

 
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