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ACloudGuru | Applied Machine Learning with BigQuery on Google Cloud Platform [FCO] TGx Exclusive

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English

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666.74 MB

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9183d1692c4cadaf395953fa5b3d9761857b6a6b

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25-07-2019 14:04

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File	Size
0. Websites you may like/1. (FreeTutorials.Us) Download Udemy Paid Courses For Free.url	328.00 B
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0. Websites you may like/5. (Discuss.FTUForum.com) FTU Discussion Forum.url	294.00 B
0. Websites you may like/How you can help Team-FTU.txt	237.00 B
01 Introduction/001 Welcome.mp4	14.57 MB
01 Introduction/002 Section Introduction.mp4	20.62 MB
01 Introduction/003 Course Introduction.mp4	8.46 MB
01 Introduction/004 Skills Needed for Course.mp4	3.23 MB
01 Introduction/005 Scaling Out Instead of Up.mp4	9.29 MB
01 Introduction/006 Googles Big Data Stack.mp4	4.35 MB
01 Introduction/007 The Artificial Intelligence Hierarchy.mp4	5.82 MB
01 Introduction/008 Demo Creating an Account on Googles Cloud.mp4	14.32 MB
01 Introduction/009 Section Summary.mp4	7.10 MB
02 BigQuery Fundamentals/001 Section Introduction.mp4	6.43 MB
02 BigQuery Fundamentals/002 BigQuery Defined.mp4	5.96 MB
02 BigQuery Fundamentals/003 Structured Data Storage.mp4	3.91 MB
02 BigQuery Fundamentals/004 Parallel Execution.mp4	3.66 MB
02 BigQuery Fundamentals/005 Demo WebUI.mp4	17.71 MB
02 BigQuery Fundamentals/006 What BigQuery Isnt.mp4	5.22 MB
02 BigQuery Fundamentals/007 BigQuery Technology Stack.mp4	4.68 MB
02 BigQuery Fundamentals/008 Demo Navigation Basics.mp4	16.02 MB
02 BigQuery Fundamentals/008 Queries in Lecture.Queries in Lecture	335.00 B
02 BigQuery Fundamentals/009 Section Summary.mp4	6.61 MB
03 An Introduction to Applied Machine Learning/001 Section Introduction.mp4	4.95 MB
03 An Introduction to Applied Machine Learning/002 Careers The Big 3.mp4	6.94 MB
03 An Introduction to Applied Machine Learning/003 Applied Machine Learning.mp4	5.16 MB
03 An Introduction to Applied Machine Learning/004 Machine Learning Types.mp4	3.75 MB
03 An Introduction to Applied Machine Learning/005 Machine Learning Process.mp4	5.90 MB
03 An Introduction to Applied Machine Learning/006 The Array.mp4	5.18 MB
03 An Introduction to Applied Machine Learning/007 Python.mp4	9.57 MB
03 An Introduction to Applied Machine Learning/008 Demo Install Python on Windows.mp4	4.90 MB
03 An Introduction to Applied Machine Learning/009 Demo Install Python on a Mac.mp4	11.48 MB
03 An Introduction to Applied Machine Learning/010 Demo Basic Jupyter Notebook Navigation.mp4	16.20 MB
03 An Introduction to Applied Machine Learning/010 Notebook in Lecture.Notebook in Lecture	12.79 kB
03 An Introduction to Applied Machine Learning/011 Section Summary.mp4	15.41 MB
04 The Machine Learning Libraries/001 Section Introduction.mp4	4.80 MB
04 The Machine Learning Libraries/002 Core Machine Learning Libraries.mp4	4.18 MB
04 The Machine Learning Libraries/003 Demo The Core Machine Learning Libraries.mp4	21.53 MB
04 The Machine Learning Libraries/003 Notebook in Lecture.Notebook in Lecture	12.79 kB
04 The Machine Learning Libraries/004 acloud SQL Server Database.acloud SQL Server Database	3.61 MB
04 The Machine Learning Libraries/004 Demo Sourcing Data.mp4	17.48 MB
04 The Machine Learning Libraries/004 Queries in acloud dataset.Queries in acloud dataset	547.00 B
04 The Machine Learning Libraries/005 Demo Data Exploration.mp4	14.35 MB
04 The Machine Learning Libraries/005 Notebook in Lecture.Notebook in Lecture	9.37 kB
04 The Machine Learning Libraries/005 Titanic.csv	59.76 kB
04 The Machine Learning Libraries/006 Demo Data Wrangling.mp4	16.13 MB
04 The Machine Learning Libraries/006 Notebook in Lecture.Notebook in Lecture	17.48 kB
04 The Machine Learning Libraries/006 TItanic CSV File.TItanic CSV File	59.76 kB
04 The Machine Learning Libraries/007 Demo Modeling.mp4	12.71 MB
04 The Machine Learning Libraries/007 Notebook in Lecture.Notebook in Lecture	5.59 kB
04 The Machine Learning Libraries/008 Section Review.mp4	6.38 MB
05 Classification and Regression/001 Section Introduction.mp4	3.13 MB
05 Classification and Regression/002 Linear Regression.mp4	3.51 MB
05 Classification and Regression/003 Demo Linear Regression.mp4	6.82 MB
05 Classification and Regression/003 Notebook in Lecture.Notebook in Lecture	20.01 kB
05 Classification and Regression/003 Student Scores CSV.Student Scores CSV	214.00 B
05 Classification and Regression/004 Classification.mp4	2.40 MB
05 Classification and Regression/005 Demo Binary Classification.mp4	11.81 MB
05 Classification and Regression/005 Notebook in Lecture.Notebook in Lecture	9.58 kB
05 Classification and Regression/006 Artificial Neural Networks.mp4	9.29 MB
05 Classification and Regression/007 Demo Artificial Neural Networks.mp4	15.53 MB
05 Classification and Regression/007 Notebook in Lecture.Notebook in Lecture	25.54 kB
05 Classification and Regression/007 Pima.csv	23.30 kB
05 Classification and Regression/007 Pima.txt File	23.48 kB
05 Classification and Regression/008 Section Summary.mp4	6.91 MB
06 Machine Learning with BigQuery/001 Section Introduction.mp4	4.99 MB
06 Machine Learning with BigQuery/002 Datasets and Tables.mp4	9.74 MB
06 Machine Learning with BigQuery/003 Demo Datasets and Tables.mp4	11.32 MB
06 Machine Learning with BigQuery/003 Titanic CSV File.Titanic CSV File	59.76 kB
06 Machine Learning with BigQuery/004 Demo Data Wrangling in BigQuery.mp4	23.32 MB
06 Machine Learning with BigQuery/004 Iris Text File.Iris Text File	4.65 kB
06 Machine Learning with BigQuery/005 Demo Cloud Datalab.mp4	7.58 MB
06 Machine Learning with BigQuery/006 Demo Modeling the Titanic Dataset on Cloud Datalab.mp4	9.63 MB
06 Machine Learning with BigQuery/007 Demo Modeling the Iris Dataset on Cloud Datalab.mp4	20.06 MB
06 Machine Learning with BigQuery/007 Iris Dataset in Text File.Iris Dataset in Text File	4.65 kB
06 Machine Learning with BigQuery/007 Notebook in Lecture.Notebook in Lecture	7.33 kB
06 Machine Learning with BigQuery/008 Demo Scale Cloud Datalab.mp4	6.91 MB
06 Machine Learning with BigQuery/009 BigQuery ML.mp4	3.43 MB
06 Machine Learning with BigQuery/010 Demo BigQuery ML Binary Logistic Regression.mp4	12.50 MB
06 Machine Learning with BigQuery/010 Model Creation Queries.Model Creation Queries	528.00 B
06 Machine Learning with BigQuery/011 Demo BigQuery ML Linear Regression.mp4	14.50 MB
06 Machine Learning with BigQuery/011 Model Creation Queries.Model Creation Queries	1.02 kB
06 Machine Learning with BigQuery/012 Demo Installing Google Cloud SDK.mp4	12.13 MB
06 Machine Learning with BigQuery/013 Demo gsutil Navigation Basics.mp4	14.60 MB
06 Machine Learning with BigQuery/013 gsutil Commands.gsutil Commands	502.00 B
06 Machine Learning with BigQuery/014 AdventureWorks2014 Database.AdventureWorks2014 Database	42.80 MB
06 Machine Learning with BigQuery/014 Demo Segmenting Datasets.mp4	28.60 MB
06 Machine Learning with BigQuery/014 Download SQL Server Trial Version.txt	64.00 B
06 Machine Learning with BigQuery/014 SQL Queries for Segmentation.SQL Queries for Segmentation	292.00 B
06 Machine Learning with BigQuery/015 Section Summary.mp4	22.99 MB
06 Machine Learning with BigQuery/016 Thank You and Good Luck.mp4	13.34 MB

Description

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Our Forum for discussion >>> https://discuss.ftuforum.com/

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.