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Applied Machine Learning with BigQuery on Google Cloud

person icon Packt Publishing

4.6

Applied Machine Learning with BigQuery on Google Cloud

Gain a strong foundation in Google Cloud Platform, specific to BigQuery, and learn to build machine learning models at scale

updated on icon Updated on Jul, 2024

language icon Language - English

person icon Packt Publishing

English [CC]

category icon Machine Learning,Development,Data Science

Lectures -48

Duration -2 hours

4.6

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Course Description

Right now, applied machine learning is one of the most in-demand career fields in the world, and will continue to be for some time. Most of the applied machine learning is supervised. That means models are built against existing datasets.

Most real-world machine learning models are built in the cloud or on large on-premises boxes. In the real world, we don’t build models on laptops or on desktop computers.

Google Cloud Platform’s Big Query is a server less, petabyte-scale data warehouse designed to house structured datasets and enable lightning-fast SQL queries. Data scientists and machine learning engineers can easily move their large datasets to Big Query without having to worry about scale or administration, so you can focus on the tasks that really matter—generating powerful analysis and insights.

This course covers the basics of applied machine learning and an introduction to Big Query ML. You will also learn how to build your own machine learning models at scale using Big Query.

By the end of this course, you will be able to harness the benefits of GCP’s fully managed data warehousing service.

All resources to this course are placed here: https://github.com/PacktPublishing/Applied-Machine-Learning-with-BigQuery-on-Google-s-Cloud

Audience :

If you’re interested in building real-world models at scale, using Big Query, and learning the most used service on GCP, this course is for you.

Goals

  • Understand Big Query specific to machine learning
  • Learn the basics of Google Cloud Platform, specific to Big Query
  • Learn the basics of applied machine learning from a machine learning engineer
  • Learn how to build machine learning models at scale using Big Query
  • Introduction to Big Query ML
  • Learn the basics of applied machine learning

Prerequisites

  • This is a mid-level course, and basic experience with SQL and Python will help you get the most out of this course.
Applied Machine Learning with BigQuery on Google Cloud

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
5 Lectures
  • play icon Introduction 02:37 02:37
  • play icon Section Introduction 02:30 02:30
  • play icon Scaling Out Instead of Up 01:33 01:33
  • play icon Google's Scaled Out Revolution 04:06 04:06
  • play icon Demo: Creating an Account on Google's Cloud Platform 04:23 04:23
BigQuery Basics
8 Lectures
Tutorialspoint
An Introduction to Applied Machine Learning
10 Lectures
Tutorialspoint
Machine Learning Libraries
7 Lectures
Tutorialspoint
Classification and Regression
6 Lectures
Tutorialspoint
Machine Learning with BigQuery
12 Lectures
Tutorialspoint

Instructor Details

Packt Publishing

Packt Publishing


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