Applied Machine Learning with BigQuery on Google's Cloud Online Course & PDF Guides

Price: 5.00 USD | Size: 1.2 GB | Duration : 2.5 Hours | 48 Video Lessons | ★★★★★ 4.4

BRAND : Expert TRAINING | ENGLISH | INSTANT DOWNLOAD | FREE PDF Guides

Applied Machine Learning with BigQuery on Google's Cloud Online Course

What you'll learn

You'll receive an introduction to BigQuery specific to machine learning

You Learn the Basics of the Google Cloud Platform, specific to BigQuery

You'll learn the basics of applied machine learning from a machine learning engineer

Learn how to building your own machine learning models at scale using BigQuery

Requirements

You should have a basic knowledge of SQL

You should have basic knowledge of machine learning

Description

Welcome to Applied Machine Learning with BigQuery on Google's Cloud.

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 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-prem boxes. In the real-world, we don't built models on laptops or on desktop computers.

Google Cloud Platform's BigQuery is a serverless, 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 BigQuery without having to worry about scale or administration, so you can focus on the tasks that really matter – generating powerful analysis and insights.

In this course, you’ll:

Get an introduction to BigQuery ML.

Get a good introductory grounding in Google Cloud Platform, specific to BigQuery.

Learn the basics of applied machine learning.

Understand the history, architecture and use cases of BigQuery for machine learning engineers.

Learn how to building your own machine learning models at scale using BigQuery.

This is a mid-level course and basic experience with SQL and Python will help you get the most out of this course.

So what are you waiting for? Get hands-on with BigQuery and harness the benefits of GCP's fully managed data warehousing service.

Who this course is for:

If you're interested in learning how to build real-world models at scale, this course is for you

If you want to learn the most used service on GCP, this course is for you

If you want to learn why so many machine learning engineers use BigQuery, this course is for you

Course Content

01.01-introduction

01.02-section introduction

01.03-scaling out instead of up

01.04-googles scaled out revolution

01.05-demo creating an account on googles cloud platform

02.01-section introduction

02.02-bigquery defined

02.03-bigquery stores structured data

02.04-parallel execution

02.05-demo web ui

02.06-what bigquery is not

02.07-bigquery technology stack

02.08-demo navigation basics

03.01-section introduction

03.02-three core careers

03.03-applied machine learning

03.04-the machine learning process

03.05-types of machine learning

03.06-why python is king

03.07-install python on windows

03.08-install python on a mac

03.09-array

03.10-basic jupyter notebook navigation

04.01-section overview

04.02-core machine learning libraries

04.03-demo core machine learning libraries

04.04-sourcing data

04.05-exploratory data analysis

04.06-data cleansing

04.07-demo modeling

05.01-section introduction

05.02-linear regression

05.03-demo linear regression

05.04-classification

05.05-demo classification

05.06-what is an artificial neural network

06.01-section introduction

06.02-datasets and tables

06.03-demo datasets and tables

06.04-demo cloud datalab

06.05-demo modeling the titanic dataset in cloud datalab

06.06-demo modeling the iris dataset on cloud datalab

06.07-demo scale cloud datalab

06.08-bigquery ml

06.09-demo bigquery ml binary logistic regression

06.10-installing the google cloud sdk

06.11-demo gsutil navigation basics

06.12-demo segmenting datasets

Code.zip

Related to:

google cloud skills boost

google cloud fundamentals big data machine learning course

google machine learning certification sample questions

google cloud platform fundamentals

google cloud data analytics certification

google machine learning course review

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