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Google Cloud Computing Foundations: Data, ML, and AI in Google Cloud

Google via Google Cloud Skills Boost

Overview

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The Google Cloud Computing Foundations courses are for individuals with little to no background or experience in cloud computing. They provide an overview of concepts central to cloud basics, big data, and machine learning, and where and how Google Cloud fits in. By the end of the series of courses, learners will be able to articulate these concepts and demonstrate some hands-on skills. The courses should be completed in the following order: 1. Google Cloud Computing Foundations: Cloud Computing Fundamentals 2. Google Cloud Computing Foundations: Infrastructure in Google Cloud 3. Google Cloud Computing Foundations: Networking and Security in Google Cloud 4. Google Cloud Computing Foundations: Data, ML, and AI in Google Cloud This final course in the series reviews managed big data services, machine learning and its value, and how to demonstrate your skill set in Google Cloud further by earning Skill Badges.

Syllabus

  • You have the data, but what are you doing with it?
    • Introduction
    • Introduction to big data managed services in the cloud
    • Leverage big data operations with Dataproc
    • Lab Intro: Dataproc: Qwik Start - Console
    • Dataproc: Qwik Start - Console
    • Lab Intro: Dataproc: Qwik Start - Command Line
    • Dataproc: Qwik Start - Command Line
    • Build extract, transform, and load pipelines using Dataflow
    • Lab Intro: Dataflow: Qwik Start - Templates
    • Dataflow: Qwik Start - Templates
    • Lab Intro: Dataflow: Qwik Start - Python
    • Dataflow: Qwik Start - Python
    • BigQuery, Google’s Enterprise Data Warehouse
    • Lab Intro: Dataprep: Qwik Start
    • Dataprep: Qwik Start
    • Quiz
    • Summary
  • Let machines do the work
    • Introduction
    • Machine learning in the cloud
    • Building ML models with Vertex AI
    • Lab Intro: Vertex AI: Qwik Start
    • Vertex AI: Qwik Start
    • AutoML
    • Custom training
    • Pre-built APIs
    • Lab Intro: Cloud Natural Language API: Qwik Start
    • Cloud Natural Language API: Qwik Start
    • Lab Intro: Google Cloud Speech API: Qwik Start
    • Speech-to-Text API: Qwik Start
    • Lab Intro: Video Intelligence: Qwik Start
    • Video Intelligence: Qwik Start
    • Quiz
    • Summary
  • Course review
    • Demonstrate your capabilities further!
    • Course review
  • Your Next Steps
    • Course Badge

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