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    Smart Analytics, Machine Learning, and AI on GCP

    BY
    Google via Coursera

    Brochure Enquire
    Lavel

    Intermediate

    Mode

    Online

    Duration

    4 Weeks

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based
    Learning efforts 10 Hours Per Week

    Course and certificate fees

    certificate availability

    Yes

    certificate providing authority

    Coursera

    The syllabus

    Introduction

    Video
    • Course Introduction

    Introduction to Analytics and AI

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

    Prebuilt ML model APIs for Unstructured Data

    Videos
    • Module introduction
    • Unstructured data is hard
    • ML APIs for enriching data
    • Lab Intro: Using the Natural Language API to Classify Unstructured Text
    • Getting Started with Google Cloud and Qwiklabs
    Quiz
    • Prebuilt ML model APIs for Unstructured Data

    Big Data Analytics with Notebooks

    Videos
    • Module introduction
    • What’s a Notebook?
    • BigQuery magic and ties to Pandas
    • Lab Intro: BigQuery in JupyterLab on Vertex AI
    Quiz
    • Big Data Analytics with AI Platform Notebooks

    Production ML Pipelines with Kubeflow

    Videos
    • Module introduction
    • Ways to do ML on Google Cloud
    • Kubeflow
    • AI Hub
    • Lab Intro: Running ML Pipelines on Kubeflow
    • Summary
    Quiz
    • Productionizing Custom ML Models

    Custom Model building with SQL in BigQuery ML

    Videos
    • Module introduction
    • BigQuery ML for Quick Model Building
    • Supported models
    • Lab Intro: Predict Bike Trip Duration with a Regression Model in BigQuery ML
    • Lab Intro: Movie Recommendations in BigQuery ML
    • Summary
    Quiz
    • Custom Model building with SQL in BigQuery ML

    Custom Model Building with AutoML

    Videos
    • Module introduction
    • Why AutoML?
    • AutoML Vision
    • AutoML Natural Language Processing
    • AutoML Tables
    • Summary
    Quiz
    • Custom Model Building with AutoML

    Summary

    Video
    • Course Summary

    Articles

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