Machine Learning with R

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Presentation transcript:

Machine Learning with R 12/2/2018 3:32 AM Machine Learning with R Matthew Renze Data Science Consultant © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

John Jane Miko Lee

Job Postings for Machine Learning Source: Indeed.com

Average Salary by Job Type (USA) Source: Stack Overflow 2017

Data Science Tools Share of Respondents 70% 60% 40% 30% 20% 10% 0% 50% SQL Excel Python MySQL R Python tools ggplot SQL Server Tableau JavaScript Matplotlib Java PostgreSQL Oracle D3 Homegrown Hive Spark Cloudera Visual Basic MongoDB Hadoop SAS C++ Scala PowerPivot SQLite C Pig RedShift Weka Hbase (EMR) Perl SPSS Teradata Tool: language, platform, analytics Share of Respondents Source: O’Reilly 2015 Data Science Salary Survey

What is R? Why use R? How to use R?

What is R?

What is R? Open source Language and environment Numerical and graphical Cross platform

What is R? Active development Large user community Modular and extensible 10,000+ extensions

FREE

FREE

Why should I use R?

Working with Data Import Clean Transform Export

Data Analysis Numerical analysis Data visualization Statistical modeling

Handing Big Data Microsoft R Open Medium data packages Big data packages Microsoft R Server

Machine Learning Classification Regression Clustering Anomaly detection Deep learning 𝑓 𝑥

Deploying to Production Command line Interoperability Deploy to server Deploy to cloud

How do I use R for ML?

𝑓 𝑥 Function Prediction Data Cat Dog Is cat? Yes

Photos by Radomił Binek, Danielle Langlois, and Frank Mayfield Iris Data Set Iris Setosa Iris Versicolor Iris Virginica Photos by Radomił Binek, Danielle Langlois, and Frank Mayfield

Iris Data Set Fisher’s Iris Data Species Petal Length Petal Width Sepal Length Sepal Width setosa 1.1 0.1 4.3 3 1.4 0.2 4.4 2.9 1.3 3.2 0.3 4.5 2.3 …

Demo Matthew Renze 12/2/2018 3:32 AM © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Where should I go next?

Data Science Meetup Thursday – 9:00 AM OCCC W204 AB Additional Sessions Data Science Meetup Thursday – 9:00 AM OCCC W204 AB

www.matthewrenze.com

Online Courses Data Science with R Exploratory Data Analysis with R Data Visualization with R (3-part) Data Science: The Big Picture www.pluralsight.com/authors/matthew-renze

Conclusion What is R? Why use R? How to use R?

Thank You! Matthew Renze Data Science Consultant Renze Consulting Twitter: @matthewrenze Email: matthew@matthewrenze.com Website: www.matthewrenze.com

12/2/2018 3:32 AM © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.