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

Course Description Schedule Google Cloud Fundamentals: Big Data and Machine Learning - Download PDF Download PDF
 

Course Overview

This one-day instructor-led course introduces participants to the big data capabilities of Google Cloud Platform. Through a combination of presentations, demos, and hands-on labs, participants get an overview of the Google Cloud platform and a detailed view of the data processing and machine learning capabilities. This course showcases the ease, flexibility, and power of big data solutions on Google Cloud Platform.

Who should attend

This class is intended for the following participants:

  • Data analysts, Data scientists, Business analysts getting started with Google Cloud Platform
  • 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 Platform for use by data scientists

Prerequisites

To get the most of out of this course, participants should have:

  • Basic proficiency with common query language such as SQL
  • Experience with data modeling, extract, transform, load activities
  • Developing applications using a common programming language such Python
  • Familiarity with Machine Learning and/or statistics

Course Objectives

This course teaches participants the following skills:

  • Identify the purpose and value of the key Big Data and Machine Learning products in the Google Cloud Platform
  • Use Cloud SQL and Cloud Dataproc to migrate existing MySQL and Hadoop/Pig/Spark/Hive workloads to Google Cloud Platform
  • Employ BigQuery and Cloud Datalab to carry out interactive data analysis
  • Train and use a neural network using TensorFlow
  • Employ ML APIs
  • Choose between different data processing products on the Google Cloud Platform

Course Content

Module 1: Introducing Google Cloud Platform
  • Google Platform Fundamentals Overview
  • Google Cloud Platform Data Products and Technology
  • Usage scenarios
  • Lab: Sign up for Google Cloud Platform
Module 2: Compute and Storage Fundamentals
  • CPUs on demand (Compute Engine)
  • A global filesystem (Cloud Storage)
  • CloudShell
  • Lab: Set up a Ingest-Transform-Publish data processing pipeline
Module 3: Data Analytics on the Cloud
  • Stepping-stones to the cloud
  • CloudSQL: your SQL database on the cloud
  • Lab: Importing data into CloudSQL and running queries
  • Spark on Dataproc
  • Lab: Machine Learning Recommendations with SparkML
Module 4: Scaling Data Analysis
  • Fast random access
  • Datalab
  • BigQuery
  • Lab: Build machine learning dataset
  • Machine Learning with TensorFlow
  • Lab: Train and use neural network
  • Fully built models for common needs
  • Lab: Employ ML APIs
Module 5: Data Processing Architectures
  • Message-oriented architectures with Pub/Sub
  • Creating pipelines with Dataflow
  • Reference architecture for real-time and batch data processing
Module 6: Summary
  • Why GCP
  • Where to go from here
  • Additional Resources
Classroom Training
Modality: C

Duration 1 day

Price (excl. tax)
  • Eastern Europe: 490.- €
Dates and Booking
 
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Slovenia
 19/09/2019 Ljubljana This is a FLEX course.   Time zone: Europe/Ljubljana Course language: English Enroll:
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21/11/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Zagreb Course language: English Enroll
Poland
 19/09/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Ljubljana Course language: English Enroll
21/11/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Zagreb Course language: English Enroll
Turkey
 19/09/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Ljubljana Course language: English Enroll
21/11/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Zagreb Course language: English Enroll
Croatia
 19/09/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Ljubljana Course language: English Enroll
21/11/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Zagreb Course language: English Enroll
Czech Republic
 19/09/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Ljubljana Course language: English Enroll
21/11/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Zagreb Course language: English Enroll
Hungary
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21/11/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Zagreb Course language: English Enroll
Romania
 19/09/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Ljubljana Course language: English Enroll
21/11/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Zagreb Course language: English Enroll
Slovakia
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Europe
Germany
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Austria
03/05/2019 Vienna (iTLS) Enroll
29/07/2019 Vienna (iTLS) Enroll
31/10/2019 Vienna (iTLS) Enroll
France
01/07/2019 Paris Enroll
30/09/2019 Paris Enroll
16/12/2019 Paris Enroll
Italy
20/05/2019 Rome Enroll
22/07/2019 Milan Enroll
02/09/2019 Rome Enroll
11/11/2019 Milan Enroll
09/12/2019 Rome Enroll
Netherlands
 13/05/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/Amsterdam Course language: English Enroll
Portugal
13/05/2019 Lisbon Enroll
22/07/2019 Lisbon Enroll
04/11/2019 Lisbon Enroll
Spain
06/05/2019 Madrid Enroll
15/07/2019 Madrid Enroll
21/10/2019 Madrid Enroll
Switzerland
14/06/2019 Zurich Enroll
09/09/2019 Zurich Enroll
09/12/2019 Zurich Enroll
United Kingdom
 13/05/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/London Enroll
02/09/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/London Enroll
18/11/2019 FLEX training This is an English language FLEX course.   Time zone: Europe/London Enroll
North America
United States
 22/04/2019 Online Training Time zone: US/Central Course language: English Enroll
17/06/2019 Online Training Time zone: US/Pacific Course language: English Enroll
19/08/2019 Online Training Time zone: US/Eastern Course language: English Enroll
21/10/2019 Online Training Time zone: US/Central Course language: English Enroll
16/12/2019 Online Training Time zone: US/Eastern Course language: English Enroll
Canada
 22/04/2019 Online Training Time zone: Canada/Central Course language: English Enroll
19/08/2019 Online Training Time zone: Canada/Eastern Course language: English Enroll
21/10/2019 Online Training Time zone: Canada/Central Course language: English Enroll
Latin America
Argentina
 09/12/2019 Online Training Time zone: America/Buenos_Aires Course language: Spanish Enroll
Brazil
 06/05/2019 Online Training Time zone: America/Sao_Paulo Course language: Portuguese Enroll
23/09/2019 Online Training Time zone: America/Sao_Paulo Course language: Portuguese Enroll
02/12/2019 Online Training Time zone: America/Sao_Paulo Course language: Portuguese Enroll
Chile
 24/09/2019 Online Training Time zone: America/Santiago Course language: Spanish Enroll
Colombia
 19/08/2019 Online Training Time zone: America/Bogota Course language: Spanish Enroll
Costa Rica
 13/05/2019 Online Training Time zone: America/Costa_Rica Course language: Spanish Enroll
30/09/2019 Online Training Time zone: America/Costa_Rica Course language: Spanish Enroll
Mexico
 08/07/2019 Online Training Time zone: America/Mexico_City Course language: Spanish Enroll
Peru
 03/06/2019 Online Training Time zone: America/Lima Course language: Spanish Enroll
11/11/2019 Online Training Time zone: America/Lima Course language: Spanish Enroll
Asia Pacific
India
 15/04/2019 FLEX training This is an English language FLEX course.   Time zone: Asia/Calcutta Enroll
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Singapore
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23/07/2019 Singapore Enroll
This computer icon in the schedule indicates that this date/time will be conducted as Instructor-Led Online Training.
This is a FLEX course, which is delivered both virtually and in the classroom.
 

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