Google Cloud Fundamentals: Big Data and Machine Learning

Price
$595.00

Duration
1 Day

 

Delivery Methods
Virtual Instructor Led
Private Group

Request More Information
Download Course Details
Course Details Only
Course Details & Schedule
Skip to Class Dates

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.

Course Objectives

  • 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.

    • Who Should Attend?

  • 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.

    • United Training is committed to working as a partner with our clients. Choose United Training and take advantage of the following benefits.

    • Robust Public Enrollment Schedule. Enjoy access to hundreds of Guaranteed to Run dates across a diverse catalog of course titles.
    • Private Group Training. Let our world-class instructors come to you to deliver training at your place of business or we can present to your team online using our Virtual Instructor-Led Training platform.
    • Custom Training Solutions. Our subject matter experts can customize the class to specifically address the unique goals of your team.
    • Free Re-Takes. Most completed United Training courses carry our unbeatable Learning Guarantee. This guarantee allows students to repeat most United Training courses, if they are the same version, FREE OF CHARGE, within six months of completion of the courses. Exceptions: Cisco, Citrix, VMware, Red Hat, and courses provided by affiliated 3rd party training providers.

    Course Prerequisites

  • 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.

    • Agenda

    1 - Introducing Google Cloud Platform

    • Google Platform Fundamentals Overview.
    • Google Cloud Platform Big Data Products.

    2 - Compute and Storage Fundamentals

    • CPUs on demand (Compute Engine).
    • A global filesystem (Cloud Storage).
    • Cloud Shell.
    • Lab: Set up an Ingest-Transform-Publish data processing pipeline.

    3 - Data Analytics on the Cloud

    • Stepping-stones to the cloud.
    • Cloud SQL: your SQL database on the cloud.
    • Lab: Importing data into CloudSQL and running queries.
    • Spark on Dataproc.
    • Lab: Machine Learning Recommendations with Spark on Dataproc.

    4 - Scaling Data Analysis

    • Fast random access.
    • Datalab.
    • BigQuery.
    • Lab: Build machine learning dataset.

    5 - Machine Learning

    • Machine Learning with TensorFlow.
    • Lab: Carry out ML with TensorFlow
    • Pre-built models for common needs.
    • Lab: Employ ML APIs.

    6 - Data Processing Architectures

    • Message-oriented architectures with Pub/Sub.
    • Creating pipelines with Dataflow.
    • Reference architecture for real-time and batch data processing.

    7 - Summary

    • Why GCP?
    • Where to go from here
    • Additional Resources
     

    There are no open enrollment courses currently scheduled.
    Inquire about scheduling this course when it’s best for your team. Learn More about Private Group Training

     


    Do You Have Additional Questions? Please Contact Us Below.

    contact us contact us 
     
    Contact Us about Starting Your Business Training Strategy with United Training