> > GCF-BDM

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

 

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
Online training

Duur 1 dagen

Prijs (excl. BTW)
  • Nederland: 695,- €
  • België: 695,- €
Beschikbare data
Klassikale training

Duur 1 dagen

Prijs (excl. BTW)
  • Nederland: 695,- €
  • België: 695,- €
Beschikbare data
 
Klik op de plaats & boek online Beschikbare data
Instructor-Led Online Training
Trainingen gemarkeerd met het groene blad zijn FLEX-trainingen: trainingen die zowel klassikaal als online gevolgd kunnen worden. U kiest zelf de door u gewenste leervorm.
Vraag een datum aan
Deze training op uw locatie
Nederland
 11-05-2020 Online training Tijdzone: Europe/Amsterdam boek direct
03-08-2020 Utrecht Dit is een FLEX-training.   Tijdzone: Europe/Amsterdam boek direct:
de online FLEX-training
de klassikale FLEX-training
02-11-2020 Utrecht Dit is een FLEX-training.   Tijdzone: Europe/Amsterdam boek direct:
de online FLEX-training
de klassikale FLEX-training
FLEX-trainingen

Een FLEX-training is een Engelstalige training die plaatsvindt in één van de Fast Lane-trainingscentra in Europa en die online gevolgd kan worden vanaf uw eigen locatie. Bekijk hieronder alle beschikbare FLEX-data.

11-05-2020 Online training Tijdzone: Europe/Brussels boek direct
11-05-2020 Online training Tijdzone: Europe/London Taal: Engels boek direct
03-08-2020 Online training Dit is een FLEX-training in Engels.   Tijdzone: Europe/London boek direct
03-08-2020 Online training Tijdzone: Europe/London Taal: Engels boek direct
21-09-2020 Online training Tijdzone: Europe/Bratislava Taal: Engels boek direct
02-11-2020 Online training Dit is een FLEX-training in Engels.   Tijdzone: Europe/London boek direct
02-11-2020 Online training Tijdzone: Europe/London Taal: Engels boek direct
06-11-2020 Online training Tijdzone: Europe/Budapest Taal: Engels boek direct
België
 11-05-2020 Online training Tijdzone: Europe/Brussels boek direct

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