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

Course Description Schedule
 

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

Dates and Booking
 
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Africa
South Africa

Currently no local training dates available.  For enquiries please write to info@itls.ae.

FLEX Training

Please see below our alternative, English language, FLEX course options.

11/04/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/Sofia
13/05/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/Amsterdam
19/09/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/Ljubljana
21/11/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/Zagreb
Europe
Germany
18/03/2019 Frankfurt
01/04/2019 Hamburg
18/04/2019 Stuttgart
03/05/2019 Munich
13/05/2019 Berlin
31/05/2019 Düsseldorf
14/06/2019 Frankfurt
01/07/2019 Hamburg
Austria
03/05/2019 Vienna (iTLS)
29/07/2019 Vienna (iTLS)
31/10/2019 Vienna (iTLS)
Bulgaria
11/04/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/Sofia
Croatia
21/11/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/Zagreb
France
18/03/2019 Paris
01/07/2019 Paris
30/09/2019 Paris
16/12/2019 Paris
Italy
08/04/2019 Milan
20/05/2019 Rome
22/07/2019 Milan
02/09/2019 Rome
11/11/2019 Milan
09/12/2019 Rome
Netherlands
13/05/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/Amsterdam
Portugal
13/05/2019 Lisbon
22/07/2019 Lisbon
04/11/2019 Lisbon
Slovenia
19/09/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/Ljubljana
Spain
06/05/2019 Madrid
15/07/2019 Madrid
21/10/2019 Madrid
Switzerland
18/03/2019 Zurich
14/06/2019 Zurich
09/09/2019 Zurich
09/12/2019 Zurich
United Kingdom
13/05/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
02/09/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
18/11/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
Latin America
Argentina
08/04/2019 Online Training Time zone: America/Buenos_Aires Course language: Spanish
09/12/2019 Online Training Time zone: America/Buenos_Aires Course language: Spanish
Brazil
18/03/2019 Online Training Time zone: America/Sao_Paulo Course language: Portuguese
06/05/2019 Online Training Time zone: America/Sao_Paulo Course language: Portuguese
23/09/2019 Online Training Time zone: America/Sao_Paulo Course language: Portuguese
02/12/2019 Online Training Time zone: America/Sao_Paulo Course language: Portuguese
Chile
24/09/2019 Online Training Time zone: America/Santiago Course language: Spanish
Colombia
19/08/2019 Online Training Time zone: America/Bogota Course language: Spanish
Costa Rica
13/05/2019 Online Training Time zone: America/Costa_Rica Course language: Spanish
30/09/2019 Online Training Time zone: America/Costa_Rica Course language: Spanish
Mexico
08/07/2019 Online Training Time zone: America/Mexico_City Course language: Spanish
Peru
03/06/2019 Online Training Time zone: America/Lima Course language: Spanish
11/11/2019 Online Training Time zone: America/Lima Course language: Spanish
Asia Pacific
India
15/04/2019 FLEX training This is an English language FLEX course.
Time zone: Asia/Calcutta
27/05/2019 FLEX training This is an English language FLEX course.
Time zone: Asia/Calcutta
17/06/2019 FLEX training This is an English language FLEX course.
Time zone: Asia/Calcutta
Singapore
25/03/2019 FLEX training This is an English language FLEX course.
Time zone: Asia/Singapore
08/04/2019 FLEX training This is an English language FLEX course.
Time zone: Asia/Singapore
13/05/2019 FLEX training This is an English language FLEX course.
Time zone: Asia/Singapore
24/06/2019 FLEX training This is an English language FLEX course.
Time zone: Asia/Singapore
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This is a FLEX course, which is delivered both virtually and in the classroom.