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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.
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John Jane Miko Lee
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Job Postings for Machine Learning
Source: Indeed.com
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Average Salary by Job Type (USA)
Source: Stack Overflow 2017
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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
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What is R? Why use R? How to use R?
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What is R?
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What is R? Open source Language and environment Numerical and graphical Cross platform
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What is R? Active development Large user community Modular and extensible 10,000+ extensions
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FREE
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FREE
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Why should I use R?
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Working with Data Import Clean Transform Export
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Data Analysis Numerical analysis Data visualization Statistical modeling
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Handing Big Data Microsoft R Open Medium data packages Big data packages Microsoft R Server
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Machine Learning Classification Regression Clustering Anomaly detection Deep learning 𝑓 𝑥
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Deploying to Production
Command line Interoperability Deploy to server Deploy to cloud
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How do I use R for ML?
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𝑓 𝑥 Function Prediction Data Cat Dog Is cat? Yes
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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
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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 …
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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.
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Where should I go next?
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Data Science Meetup Thursday – 9:00 AM OCCC W204 AB
Additional Sessions Data Science Meetup Thursday – 9:00 AM OCCC W204 AB
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Online Courses Data Science with R Exploratory Data Analysis with R
Data Visualization with R (3-part) Data Science: The Big Picture
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Conclusion What is R? Why use R? How to use R?
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Thank You! Matthew Renze Data Science Consultant Renze Consulting
Website:
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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.
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