Google Cloud Big Data and Machine Learning Fundamentals Training in Ireland

  • Learn via: Classroom
  • Duration: 1 Day
  • Level: Intermediate
  • Price: From €1,430+VAT
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We can host this training at your preferred location. Contact us!

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.

Target Audience

  • 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.

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.

  • 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.

Session 1

Welcome

  1. Facility Logistics

1 Introduction to Google Cloud Platform

  • Google Cloud Platform infrastructure and big data products
  • Demo: BigQuery Github query
  • The different data roles in an organization
  • What you can do with GCP
  • Activity: Explore a customer use case
  • Lab 1: Exploring a Public Dataset with BigQuery

2 Product Recommendations using Cloud SQL and Spark

  • Compare Google Cloud Big Data products and services
  • Managed Hadoop in the cloud
  • Demo: Creating a Cluster
  • Your SQL database in the cloud
  • Lab 2: Product Recommendation using Cloud SQL and Spark

3 Predicting Visitor Purchases using BigQuery Machine Learning

  • Introduction to BigQuery
  • Fast SQL Query Engine
  • Managed Storage for Datasets
  • Demo: Google Sheets to BQ
  • Insights from Geographic data
  • Demo: BigQuery ML
  • Creating ML models with SQL w/BigQuery ML
  • Lab 3: Predicting Visitor Purchases BigQuery ML

Session 2

4 Real-time Dashboards with Pub/Sub, Dataflow, and Data Studio

  • Introduction
  • Message-oriented architectures
  • Serverless data pipelines
  • Data Visualization w/Data Studio
  • Lab 4: Real-time Dashboards with Pub/Sub, Dataflow, and Data Studio

5 Deriving Insights from Unstructured Data using Machine Learning

  • Introduction to Machine Learning
  • Pre-built ML models
  • Demo: Cloud Vision API
  • Codeless ML with AutoML
  • Lab 5: Classify Images using AutoML

6 Summary

  • Recap of lesson
Contact us for more detail about our trainings and for all other enquiries!
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Upcoming Trainings

Join our public courses in our Ireland facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

Classroom / Virtual Classroom
27 November 2024
Dublin, Belfast, Cork
1 Day
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27 November 2024
Dublin, Belfast, Cork
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25 January 2025
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05 February 2025
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09 February 2025
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25 January 2025
Dublin, Belfast, Cork
1 Day
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05 February 2025
Dublin, Belfast, Cork
1 Day
Classroom / Virtual Classroom
02 March 2025
Dublin, Belfast, Cork
1 Day

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Google Cloud Big Data and Machine Learning Fundamentals Training Course in Ireland

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