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[FreeCoursesOnline.Me] [ACloudGuru] Applied Machine Learning with BigQuery on GCP [FCO]

[FreeCoursesOnline.Me] [ACloudGuru] Applied Machine Learning with BigQuery on GCP [FCO]

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Description
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By: Mike West

Publisher: ACloud.Guru

Torrent Contains: 93 Files, 7 Folders

Course Source: https://acloud.guru/learn/gcp-applied-machine-learning-bigquery



Build Machine Learning models at scale using BigQuery on Google Cloud Platform



Description



Hello Cloud Gurus!



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.



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. Keep being awesome, Cloud Gurus!



About Author



Mike West - I've worked with databases for over two decades. I've worked for or consulted with over 50 different companies as a full time employee or consultant. Fortune 500 as well as several small to mid-size companies. Some include: Georgia Pacific, SunTrust, Reed Construction Data, Building Systems Design, NetCertainty, The Home Shopping Network, SwingVote, Atlanta Gas and Light and Northrup Grumman. Over the last five years I've transitioned to the applied machine learning space. I've created over 50 courses teaching over a hundred and fifty thousands students SQL and Applied Machine Learning. I reside in Atlanta, GA with my wife and two children.








File list
  • [FreeCoursesOnline.Me] [ACloudGuru] Applied Machine Learning with BigQuery on GCP [FCO]
  • 0. Websites you may like/How you can help Team-FTU.txt 237 B
  • 01 Introduction/001 Welcome.mp4 14.6 MB
  • 01 Introduction/002 Section Introduction.mp4 20.6 MB
  • 01 Introduction/003 Course Introduction.mp4 8.5 MB
  • 01 Introduction/004 Skills Needed for Course.mp4 3.2 MB
  • 01 Introduction/005 Scaling Out Instead of Up.mp4 9.3 MB
  • 01 Introduction/006 Googles Big Data Stack.mp4 4.4 MB
  • 01 Introduction/007 The Artificial Intelligence Hierarchy.mp4 5.8 MB
  • 01 Introduction/008 Demo Creating an Account on Googles Cloud.mp4 14.3 MB
  • 01 Introduction/009 Section Summary.mp4 7.1 MB
  • 02 BigQuery Fundamentals/001 Section Introduction.mp4 6.4 MB
  • 02 BigQuery Fundamentals/002 BigQuery Defined.mp4 6 MB
  • 02 BigQuery Fundamentals/003 Structured Data Storage.mp4 3.9 MB
  • 02 BigQuery Fundamentals/004 Parallel Execution.mp4 3.7 MB
  • 02 BigQuery Fundamentals/005 Demo WebUI.mp4 17.7 MB
  • 02 BigQuery Fundamentals/006 What BigQuery Isnt.mp4 5.2 MB
  • 02 BigQuery Fundamentals/007 BigQuery Technology Stack.mp4 4.7 MB
  • 02 BigQuery Fundamentals/008 Demo Navigation Basics.mp4 16 MB
  • 02 BigQuery Fundamentals/008 Queries in Lecture.Queries in Lecture 335 B
  • 02 BigQuery Fundamentals/009 Section Summary.mp4 6.6 MB
  • 03 An Introduction to Applied Machine Learning/001 Section Introduction.mp4 4.9 MB
  • 03 An Introduction to Applied Machine Learning/002 Careers The Big 3.mp4 6.9 MB
  • 03 An Introduction to Applied Machine Learning/003 Applied Machine Learning.mp4 5.2 MB
  • 03 An Introduction to Applied Machine Learning/004 Machine Learning Types.mp4 3.7 MB
  • 03 An Introduction to Applied Machine Learning/005 Machine Learning Process.mp4 5.9 MB
  • 03 An Introduction to Applied Machine Learning/006 The Array.mp4 5.2 MB
  • 03 An Introduction to Applied Machine Learning/007 Python.mp4 9.6 MB
  • 03 An Introduction to Applied Machine Learning/008 Demo Install Python on Windows.mp4 4.9 MB
  • 03 An Introduction to Applied Machine Learning/009 Demo Install Python on a Mac.mp4 11.5 MB
  • 03 An Introduction to Applied Machine Learning/010 Demo Basic Jupyter Notebook Navigation.mp4 16.2 MB
  • 03 An Introduction to Applied Machine Learning/010 Notebook in Lecture.Notebook in Lecture 12.8 KB
  • 03 An Introduction to Applied Machine Learning/011 Section Summary.mp4 15.4 MB
  • 04 The Machine Learning Libraries/001 Section Introduction.mp4 4.8 MB
  • 04 The Machine Learning Libraries/002 Core Machine Learning Libraries.mp4 4.2 MB
  • 04 The Machine Learning Libraries/003 Demo The Core Machine Learning Libraries.mp4 21.5 MB
  • 04 The Machine Learning Libraries/003 Notebook in Lecture.Notebook in Lecture 12.8 KB
  • 04 The Machine Learning Libraries/004 acloud SQL Server Database.acloud SQL Server Database 3.6 MB
  • 04 The Machine Learning Libraries/004 Demo Sourcing Data.mp4 17.5 MB
  • 04 The Machine Learning Libraries/004 Queries in acloud dataset.Queries in acloud dataset 547 B
  • 04 The Machine Learning Libraries/005 Demo Data Exploration.mp4 14.4 MB
  • 04 The Machine Learning Libraries/005 Notebook in Lecture.Notebook in Lecture 9.4 KB
  • 04 The Machine Learning Libraries/005 Titanic.csv 59.8 KB
  • 04 The Machine Learning Libraries/006 Demo Data Wrangling.mp4 16.1 MB
  • 04 The Machine Learning Libraries/006 Notebook in Lecture.Notebook in Lecture 17.5 KB
  • 04 The Machine Learning Libraries/006 TItanic CSV File.TItanic CSV File 59.8 KB
  • 04 The Machine Learning Libraries/007 Demo Modeling.mp4 12.7 MB
  • 04 The Machine Learning Libraries/007 Notebook in Lecture.Notebook in Lecture 5.6 KB
  • 04 The Machine Learning Libraries/008 Section Review.mp4 6.4 MB
  • 05 Classification and Regression/001 Section Introduction.mp4 3.1 MB
  • 05 Classification and Regression/002 Linear Regression.mp4 3.5 MB
  • 05 Classification and Regression/003 Demo Linear Regression.mp4 6.8 MB
  • 05 Classification and Regression/003 Notebook in Lecture.Notebook in Lecture 20 KB
  • 05 Classification and Regression/003 Student Scores CSV.Student Scores CSV 214 B
  • 05 Classification and Regression/004 Classification.mp4 2.4 MB
  • 05 Classification and Regression/005 Demo Binary Classification.mp4 11.8 MB
  • 05 Classification and Regression/005 Notebook in Lecture.Notebook in Lecture 9.6 KB
  • 05 Classification and Regression/006 Artificial Neural Networks.mp4 9.3 MB
  • 05 Classification and Regression/007 Demo Artificial Neural Networks.mp4 15.5 MB
  • 05 Classification and Regression/007 Notebook in Lecture.Notebook in Lecture 25.5 KB
  • 05 Classification and Regression/007 Pima.csv 23.3 KB
  • 05 Classification and Regression/007 Pima.txt File 23.5 KB
  • 05 Classification and Regression/008 Section Summary.mp4 6.9 MB
  • 06 Machine Learning with BigQuery/001 Section Introduction.mp4 5 MB
  • 06 Machine Learning with BigQuery/002 Datasets and Tables.mp4 9.7 MB
  • 06 Machine Learning with BigQuery/003 Demo Datasets and Tables.mp4 11.3 MB
  • 06 Machine Learning with BigQuery/003 Titanic CSV File.Titanic CSV File 59.8 KB
  • 06 Machine Learning with BigQuery/004 Demo Data Wrangling in BigQuery.mp4 23.3 MB
  • 06 Machine Learning with BigQuery/004 Iris Text File.Iris Text File 4.6 KB
  • 06 Machine Learning with BigQuery/005 Demo Cloud Datalab.mp4 7.6 MB
  • 06 Machine Learning with BigQuery/006 Demo Modeling the Titanic Dataset on Cloud Datalab.mp4 9.6 MB
  • 06 Machine Learning with BigQuery/007 Demo Modeling the Iris Dataset on Cloud Datalab.mp4 20.1 MB
  • 06 Machine Learning with BigQuery/007 Iris Dataset in Text File.Iris Dataset in Text File 4.6 KB
  • 06 Machine Learning with BigQuery/007 Notebook in Lecture.Notebook in Lecture 7.3 KB
  • 06 Machine Learning with BigQuery/008 Demo Scale Cloud Datalab.mp4 6.9 MB
  • 06 Machine Learning with BigQuery/009 BigQuery ML.mp4 3.4 MB
  • 06 Machine Learning with BigQuery/010 Demo BigQuery ML Binary Logistic Regression.mp4 12.5 MB
  • 06 Machine Learning with BigQuery/010 Model Creation Queries.Model Creation Queries 528 B
  • 06 Machine Learning with BigQuery/011 Demo BigQuery ML Linear Regression.mp4 14.5 MB
  • 06 Machine Learning with BigQuery/011 Model Creation Queries.Model Creation Queries 1 KB
  • 06 Machine Learning with BigQuery/012 Demo Installing Google Cloud SDK.mp4 12.1 MB
  • 06 Machine Learning with BigQuery/013 Demo gsutil Navigation Basics.mp4 14.6 MB
  • 06 Machine Learning with BigQuery/013 gsutil Commands.gsutil Commands 502 B
  • 06 Machine Learning with BigQuery/014 AdventureWorks2014 Database.AdventureWorks2014 Database 42.8 MB
  • 06 Machine Learning with BigQuery/014 Demo Segmenting Datasets.mp4 28.6 MB
  • 06 Machine Learning with BigQuery/014 Download SQL Server Trial Version.txt 64 B
  • 06 Machine Learning with BigQuery/014 SQL Queries for Segmentation.SQL Queries for Segmentation 292 B
  • 06 Machine Learning with BigQuery/015 Section Summary.mp4 23 MB
  • 06 Machine Learning with BigQuery/016 Thank You and Good Luck.mp4 13.3 MB

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