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.
Course Content
- Module 1: Introducing Google Cloud Platform
- Module 2: Compute and Storage Fundamentals
- Module 3: Data Analytics on the Cloud
- Module 4: Scaling Data Analysis
- Module 5: Machine Learning
- Module 6: Data Processing Architectures
- Module 7: Summary
Who should attend
This class is intended for the following:
- 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.
Outline: Google Cloud Fundamentals: Big Data and Machine Learning (GCF-BDM)
Module 1: Introducing Google Cloud Platform
- Google Platform Fundamentals Overview.
- Google Cloud Platform Big Data Products.
Module 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.
Module 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.
Module 4: Scaling Data Analysis
- Fast random access.
- Datalab.
- BigQuery.
- Lab: Build machine learning dataset.
Module 5: Machine Learning
- Machine Learning with TensorFlow.
- Lab: Carry out ML with TensorFlow
- Pre-built models for common needs.
- Lab: Employ ML APIs.
Module 6: Data Processing Architectures
- Message-oriented architectures with Pub/Sub.
- Creating pipelines with Dataflow.
- Reference architecture for real-time and batch data processing.
Module 7: Summary
- Why GCP?
- Where to go from here
- Additional Resources
Click City Name To Book Schedule
This is an Instructor-Led Classroom course
This is a FLEX course, which is delivered simultaneously in two modalities. Choose to attend the Instructor-Led Online (ILO) virtual session or Instructor-Led Classroom (ILT) session.
United States
Currently there are no training dates scheduled for this course. You can schedule a private, onsite training session or request a public date by emailing info@fastlaneus.com.
If you can't find a suitable date, don't forget to Europe
Germany
Belgium
| May 11, 2020 This is a FLEX event | Brussels Course language: English | Enroll | |
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Hungary
| Nov 6, 2020 This is a FLEX event | Budapest Course language: English | Enroll | |
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Netherlands
| May 11, 2020 | Utrecht Course language: English | Enroll | |
| Aug 3, 2020 This is a FLEX event | Utrecht Course language: English | Enroll | |
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Slovakia
| Sep 21, 2020 This is a FLEX event | Bratislava | Enroll | |
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Switzerland
| Aug 17, 2020 | Zurich | Enroll |
United Kingdom
| May 11, 2020 This is a FLEX event | London, City | Enroll | |
| Online Training Time zone: Europe/London | Enroll | ||
| Aug 3, 2020 This is a FLEX event | London, City | Enroll | |
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India
| Feb 17, 2020 This is a FLEX event | Bangalore | Enroll | |
| Online Training Time zone: Asia/Calcutta | Enroll | ||
| Mar 23, 2020 This is a FLEX event | Bangalore | Enroll | |
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| Online Training Time zone: Asia/Calcutta | Enroll |