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Data Science Environment with R
on openSUSE Leap 15.1
Sabar Suwarsono
2019-10-05
CC BY-SA 4.0
soewarsono@klim.or.id
@soewarsono
Who am I?
●
Data Scientist with R enthusiast
●
Member of Komunitas GNU/Linux Malang (KLiM)
●
Member of openSUSE Indonesia
●
Member of Komunitas R Indonesia
●
Sysadmin on University of Islam Malang
Introduction to Data Science
Data Science is the intersection of
Hacking Skills, Math & Statistics
Knowledge and Substantive Expertise
Those are the pillars of data science: computing,
statistics, mathematics and quantitative
disciplines combined to analyze data for better
decision making
Hacking Skills
Ability to build things and find clever solutions to
problems.
●
Programming/Coding: Python and R (and others)
●
Databases: MySQL, PostgreSQL, Cassandra,
●
MongoDB and CouchDB.
●
Visualization: D3, Tableau, Qlikview and Markdown.
●
Big Data: Hadoop, MapReduce and Spark.
Hacking Skills
Hacking Skills
https://www.kdnuggets.com/2019/05/poll-top-data-science-machine-learning-platforms.html
Math & Statistics
Being able understand the right solution to each
problem
●
Linear algebra: Matrix manipulation
●
Machine Learning: Random Forests, SVM,
Boosting
●
Descriptive statistics: Describe, Cluster
●
Statistical inference: Generate new knowledge .
Math & Statistics
Substantive Expertise
Ability to ask good questions requires domain understanding,
that’s why a data scientist can’t create data based solutions
without a good industry knowledge
●
Is this A or B or C? (classification)
●
Is this weird? (anomaly detection).
●
How much/how many? (regression).
●
How is it organized? (clustering).
●
What should I do next? (reinforcement learning)
Why Data Science?
●
Data is the oil for today's world. With the right tools, technologies, algorithms, we
can use data and convert it into a distinctive business advantage
●
Data Science can help you to detect fraud using advanced machine learning
algorithms
●
It helps you to prevent any significant monetary losses
●
Allows to build intelligence ability in machines
●
You can perform sentiment analysis to gauge customer brand loyalty
●
It enables you to take better and faster decisions
●
Helps you to recommend the right product to the right customer to enhance your
business
What is R Programming
Why Learn R
Data Science on R
Know your neighbour!
●
Who are you?
●
What you do with data?
●
How would you describe
●
your experience with R?
Compiling R from source and
why you shouldn't do it
●
I want a faster R.
●
I can compile against other linear algebra
libraries and get a speedup that way.
●
I need special customization.
●
I just want to.
Dependency of R installation From Source
on openSUSE
pattern devel_basis lapack-devel
gcc-fortran java-11-openjdk
readline-devel java-11-openjdk-accessibility
xorg-x11-devel java-11-openjdk-devel
xz-devel java-11-openjdk-headless
libcurl-devel java-11-openjdk-jmods
texlive libpng-devel
Installing dependency
Download & Extract R Source
Compiling R From Source
R + RStudio
Data Science Environment with R on openSUSE Leap 15.1
Data Science Environment with R on openSUSE Leap 15.1
Data Science Environment with R on openSUSE Leap 15.1

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Data Science Environment with R on openSUSE Leap 15.1

  • 1. Data Science Environment with R on openSUSE Leap 15.1 Sabar Suwarsono 2019-10-05 CC BY-SA 4.0 soewarsono@klim.or.id @soewarsono
  • 2. Who am I? ● Data Scientist with R enthusiast ● Member of Komunitas GNU/Linux Malang (KLiM) ● Member of openSUSE Indonesia ● Member of Komunitas R Indonesia ● Sysadmin on University of Islam Malang
  • 4. Data Science is the intersection of Hacking Skills, Math & Statistics Knowledge and Substantive Expertise Those are the pillars of data science: computing, statistics, mathematics and quantitative disciplines combined to analyze data for better decision making
  • 5. Hacking Skills Ability to build things and find clever solutions to problems. ● Programming/Coding: Python and R (and others) ● Databases: MySQL, PostgreSQL, Cassandra, ● MongoDB and CouchDB. ● Visualization: D3, Tableau, Qlikview and Markdown. ● Big Data: Hadoop, MapReduce and Spark.
  • 8. Math & Statistics Being able understand the right solution to each problem ● Linear algebra: Matrix manipulation ● Machine Learning: Random Forests, SVM, Boosting ● Descriptive statistics: Describe, Cluster ● Statistical inference: Generate new knowledge .
  • 10. Substantive Expertise Ability to ask good questions requires domain understanding, that’s why a data scientist can’t create data based solutions without a good industry knowledge ● Is this A or B or C? (classification) ● Is this weird? (anomaly detection). ● How much/how many? (regression). ● How is it organized? (clustering). ● What should I do next? (reinforcement learning)
  • 11. Why Data Science? ● Data is the oil for today's world. With the right tools, technologies, algorithms, we can use data and convert it into a distinctive business advantage ● Data Science can help you to detect fraud using advanced machine learning algorithms ● It helps you to prevent any significant monetary losses ● Allows to build intelligence ability in machines ● You can perform sentiment analysis to gauge customer brand loyalty ● It enables you to take better and faster decisions ● Helps you to recommend the right product to the right customer to enhance your business
  • 12.
  • 13. What is R Programming
  • 16. Know your neighbour! ● Who are you? ● What you do with data? ● How would you describe ● your experience with R?
  • 17. Compiling R from source and why you shouldn't do it ● I want a faster R. ● I can compile against other linear algebra libraries and get a speedup that way. ● I need special customization. ● I just want to.
  • 18. Dependency of R installation From Source on openSUSE pattern devel_basis lapack-devel gcc-fortran java-11-openjdk readline-devel java-11-openjdk-accessibility xorg-x11-devel java-11-openjdk-devel xz-devel java-11-openjdk-headless libcurl-devel java-11-openjdk-jmods texlive libpng-devel
  • 20. Download & Extract R Source
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.