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Machine Learning with R

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Presentation on theme: "Machine Learning with R"— Presentation transcript:

1 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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5 John Jane Miko Lee

6 Job Postings for Machine Learning
Source: Indeed.com

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

8 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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10 What is R? Why use R? How to use R?

11 What is R?

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

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

14 FREE

15 FREE

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19 Why should I use R?

20 Working with Data Import Clean Transform Export

21 Data Analysis Numerical analysis Data visualization Statistical modeling

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

23 Machine Learning Classification Regression Clustering Anomaly detection Deep learning 𝑓 𝑥

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

25 How do I use R for ML?

26 𝑓 𝑥 Function Prediction Data Cat Dog Is cat? Yes

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30 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 

31 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

32 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.

33 Where should I go next?

34 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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36 Online Courses Data Science with R Exploratory Data Analysis with R
Data Visualization with R (3-part) Data Science: The Big Picture

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

38 Thank You! Matthew Renze Data Science Consultant Renze Consulting
Website:

39 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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