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Smart Analytics, Machine Learning, and AI on Google Cloud
  • Level Professional
  • Duration 7 hours
  • Course by Google Cloud
  • Offered by

About

Incorporating machine learning into data pipelines increases the ability of businesses to extract insights from their data. This course covers several ways machine learning can be included in data pipelines on Google Cloud depending on the level of customization required. For little to no customization, this course covers AutoML. For more tailored machine learning capabilities, this course introduces Notebooks and BigQuery machine learning (BigQuery ML). Also, this course covers how to productionalize machine learning solutions using Vertex AI. Learners will get hands-on experience building machine learning models on Google Cloud using QwikLabs.

Modules

Introduction

    • 1 Videos
Show info about module content

1 Videos

  • Course Introduction

Analytics and AI

    • 4 Videos
Show info about module content

4 Videos

  • Module introduction
  • What is AI?
  • From ad-hoc data analysis to data-driven decisions
  • Options for ML models on Google Cloud

Quiz

    • 1 Assignment
Show info about module content

1 Assignment

  • Introduction to Analytics and AI

Prebuilt ML model APIs

    • 3 Videos
Show info about module content

3 Videos

  • Module introduction
  • Unstructured data is hard
  • ML APIs for enriching data

Lab

    • 2 Videos
    • 1 ExternalTool
Show info about module content

1 External Tool

  • Using the Natural Language API to Classify Unstructured Text

2 Videos

  • Lab Intro: Using the Natural Language API to Classify Unstructured Text
  • Getting Started with Google Cloud and Qwiklabs

Quiz

    • 1 Assignment
Show info about module content

1 Assignment

  • Prebuilt ML model APIs for Unstructured Data

Big Data Analytics with Notebooks

    • 3 Videos
Show info about module content

3 Videos

  • Module introduction
  • What’s a Notebook?
  • BigQuery magic and ties to Pandas

Lab

    • 1 Videos
    • 1 ExternalTool
Show info about module content

1 External Tool

  • BigQuery in JupyterLab on Vertex AI

1 Videos

  • Lab Intro: BigQuery in JupyterLab on Vertex AI

Quiz

    • 1 Assignment
Show info about module content

1 Assignment

  • Big Data Analytics with AI Platform Notebooks

Production ML Pipelines

    • 4 Videos
Show info about module content

4 Videos

  • Module introduction
  • Ways to do ML on Google Cloud
  • Vertex AI Pipelines
  • TensorFlow Hub

Lab

    • 2 Videos
    • 1 ExternalTool
Show info about module content

1 External Tool

  • Lab: Running Pipelines on Vertex AI

2 Videos

  • Lab Intro: Running Pipelines on Vertex AI
  • Summary

Quiz

    • 1 Assignment
Show info about module content

1 Assignment

  • Production ML Pipelines

BigQuery ML

    • 3 Videos
Show info about module content

3 Videos

  • Module introduction
  • BigQuery ML for Quick Model Building
  • Supported models

Lab

    • 1 Videos
    • 1 ExternalTool
Show info about module content

1 External Tool

  • Predict Bike Trip Duration with a Regression Model in BigQuery ML

1 Videos

  • Lab Intro: Predict Bike Trip Duration with a Regression Model in BigQuery ML

Lab

    • 2 Videos
    • 1 ExternalTool
Show info about module content

1 External Tool

  • Movie Recommendations in BigQuery ML

2 Videos

  • Lab Intro: Movie Recommendations in BigQuery ML
  • Summary

Quiz

    • 1 Assignment
Show info about module content

1 Assignment

  • Custom Model building with SQL in BigQuery ML

AutoML

    • 6 Videos
Show info about module content

6 Videos

  • Module introduction
  • Why AutoML?
  • AutoML Vision
  • AutoML Natural Language Processing
  • AutoML Tables
  • Summary

Quiz

    • 1 Assignment
Show info about module content

1 Assignment

  • Custom Model Building with AutoML

Course Summary

    • 1 Videos
Show info about module content

1 Videos

  • Course Summary

Auto Summary

Discover how to integrate machine learning into data pipelines with "Smart Analytics, Machine Learning, and AI on Google Cloud." This professional-level course, led by Coursera, focuses on AutoML, Notebooks, BigQuery ML, and Vertex AI to enhance data insights. Spanning 420 minutes, it offers Starter, Professional, and Paid subscription options, ideal for IT and computer science professionals.

Google Cloud Training
Instructor

Google Cloud Training