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Google Cloud Platform Big Data and Machine Learning Fundamentals

Google Cloud Platform Big Data and Machine Learning Fundamentals

Category: Data & Machine Learning

Description

This Google Cloud Platform Big Data and Machine Learning Fundamentals course introduces students to the Big Data and Machine Learning capabilities of Google Cloud Platform (GCP). It provides a quick overview of the Google Cloud Platform and a deeper dive of the data processing capabilities.
 

Audience

N/A

Duration

3 days

Requirements

Before enrolling in this course, participants should have roughly one (1) year of experience with one or more of the following: A common query language such as SQL Extract, transform, load activities Data modeling Machine learning and/or statistics Programming in Pythobr /> 

Curriculum

Introducing Google Cloud Platformul>
  • Google Platform Fundamentals Overview./li>
  • Google Cloud Platform Big Data Products./li>Compute and Storage Fundamentalsul>
  • CPUs on demand (Compute Engine)./li>
  • A global filesystem (Cloud Storage)./li>
  • CloudShell./li>
  • Lab: Set up a Ingest-Transform-Publish data processing pipeline./li>Data Analytics on the Cloudul>
  • Stepping-stones to the cloud./li>
  • Cloud SQL: your SQL database on the cloud./li>
  • Lab: Importing data into CloudSQL and running queries./li>
  • Spark on Dataproc./li>
  • Lab: Machine Learning Recommendations with Spark on Dataproc./li>Scaling Data Analysisul>
  • Fast random access./li>
  • Datalab./li>
  • BigQuery./li>
  • Lab: Build machine learning dataset./li>Machine Learningul>
  • Machine Learning with TensorFlow./li>
  • Lab: Carry out ML with TensorFlow/li>
  • Pre-built models for common needs./li>
  • Lab: Employ ML APIs./li>Data Processing Architecturesul>
  • Message-oriented architectures with Pub/Sub./li>
  • Creating pipelines with Dataflow./li>
  • Reference architecture for real-time and batch data processing./li>Summaryul>
  • Why GCP?/li>
  • Where to go from here/li>
  • Additional Resources/li>
  • Classes

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    Engaging platform with gamification for collaboration and friendly competition.

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    Interactive online trainings and live webinars available.

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    Q&A

    • Can you customize courses to suit our particular requirements? Yes, of course. We offer training consultancy and we establish the most appropriate solution according to the specific needs and business objectives of your company. Contact us and we’ll find the best training solution for you.
    • Can individuals use your services or they are organized for companies?Yes, we organise open courses which can be accessed by individuals. Whether you are looking for an IT or a Business training, you can find it at Brain Concert. Moreover, you’ll meet people from the same area of work as you and we can create communities of practice, where you can share professional tips and tricks and best practices.
    • What types of trainings are available for my company? We offer a variety of courses: in the IT area, there are Agile & Lean Courses, Software Development Courses, QA Courses, Software Administration Courses and Security Courses. We also offer Business Courses, focused on the development of soft skills. Define your objectives and choose the most appropriate training for you or your company.
    • What should I know before choosing a training? You should know that we offer courses for everyone, but you have to choose according to some criteria. First, define your objectives, then, the level of the participants (basic, advanced). There are courses with some requirements attached because the participants of a training session must form a compact group in terms of their previous knowledge so that they and the trainers are on the same page.
    • What is the minimum number of participants if we want in-house training? The minimum number of participants for an in-house depends on the course type. Please contact us to establish these details.
    • Can you organize virtual training sessions or only face to face trainings? Yes, you can choose an online or an offline training session. We use Knolyx, an e-learning platform to make the process of online training delivery as efficient as a face to face training session.