Google Cloud Platform Fundamentals: Big Data & Machine Learning 29/30 April

g-company is committed to helping organizations transform and become more flexible. We believe in the power of Google Cloud and Salesforce and developed a set of solutions that can be implemented independently, at your pace and in a sequence that fits your path to a modern architecture.

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This course introduces participants to the Big Data and Machine Learning capabilities of Google Cloud. Event only available in EU and UK.

Through expert guidance and practical labs, you’ll gain 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.This Google Cloud Platform Fundamentals: Big Data &amp; Machine Learning course is part of the Professional Data Engineer track.The training will be given in 2 half days.<h3>Course overview</h3>Target audience:<ul><li>This course is intended for the following participants:</li><li>Data analysts, Data scientists, Business analysts getting started with Google Cloud Platform</li><li>Individuals responsible for designing pipelines and architectures for data processing, creating and maintaining machine learning and statistical models, querying datasets, visualising query results and creating reports</li><li>Executives and IT decision makers evaluating Google Cloud Platform for use by data scientists</li></ul>Objectives:<ul><li>Identify the purpose and value of the key Big Data and Machine Learning products in the Google Cloud Platform</li><li>Use Cloud SQL and Cloud Dataproc to migrate existing MySQL and Hadoop/Pig/Spark/Hive workloads to Google Cloud Platform</li><li>Employ BigQuery and Cloud Datalab to carry out interactive data analysis</li><li>Train and use a neural network using TensorFlow</li><li>Employ ML APIs</li><li>Choose between different data processing products on the Google Cloud Platform</li></ul>Prerequisites:<ul><li>To get the most of out of this course, you should have:</li><li>Basic proficiency with common query language such as SQL</li><li>Experience with data modeling, extract, transform, load activities</li><li>Developing applications using a common programming language such Python</li><li>Familiarity with machine learning and/or statistics</li></ul><h3>Content</h3>Module 1: Introducing Google Cloud Platform<ul><li>Google Platform Fundamentals Overview</li><li>Google Cloud Platform Big Data Products</li></ul>Module 2: Compute and Storage Fundamentals<ul><li>CPUs on demand (Compute Engine)</li><li>A global filesystem (Cloud Storage)</li><li>CloudShell</li><li>Lab: Set up a Ingest-Transform-Publish data processing pipeline</li></ul>Module 3: Data Analytics on the Cloud<ul><li>Stepping-stones to the cloud</li><li>Cloud SQL: your SQL database on the cloud</li><li>Lab: Importing data into CloudSQL and running queries</li><li>Spark on Dataproc</li><li>Lab: Machine Learning Recommendations with Spark on Dataproc</li></ul>Module 4: Scaling Data Analysis<ul><li>Fast random access</li><li>Datalab</li><li>BigQuery</li><li>Lab: Build machine learning dataset</li></ul>Module 5: Machine Learning<ul><li>Machine Learning with TensorFlow</li><li>Lab: Carry out ML with TensorFlow</li><li>Pre-built models for common needs</li><li>Lab: Employ ML APIs</li></ul>Module 6: Data Processing Architectures<ul><li>Message-oriented architectures with Pub/Sub</li><li>Creating pipelines with Dataflow</li><li>Reference architecture for real-time and batch data processing</li></ul>Module 7: Summary<ul><li>Why GCP?</li><li>Where to go from here</li><li>Additional Resources</li></ul>

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Google Cloud Platform Fundamentals: Big Data & Machine Learning 29/30 April

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Google Cloud Platform Fundamentals: Big Data & Machine Learning 29/30 April

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