Look ahead

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# Look ahead
### Machine Learning with R <a href='https://therbootcamp.github.io'> Basel R Bootcamp </a> <a href='https://therbootcamp.github.io/ML_2019Oct/'> </a>  <a href='https://therbootcamp.github.io'> </a>  <a href='mailto:therbootcamp@gmail.com'> </a>  <a href='https://www.linkedin.com/company/basel-r-bootcamp/'> </a>
### October 2019

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 <a href="https://therbootcamp.github.io/">
 
 
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 Machine Learning with R | October 2019
 
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# Hello Machine Learning Experts!

In 2 days, 6 sessions, and 16 hours you have come a long way.

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<img src="image/schedule.png" height="580" align="center">
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#  Welcome to the Data Revolution

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"Machine learning will be the engine of global growth."

Financial times, July 2018

"Fuel of the future - Data is giving rise to a new economy."

The Economist, May 2017

"Wie Big Data die Finanzmärkte verändern könnte"

NZZ, August 2018

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<img src="image/bigdatagrowth.png" height = 400px>

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# Changes to the economy

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### Businesses employ AI/ML

 <img src="image/bytemarks.png" height=380>

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### Jobs become obsolete

 <img src="image/obsolete.png" height=380>

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#  Repeating the past

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### A nerdy cartoon

<img src="image/garbage_in_garbage_out.png" height = 375px> 
 from <a href="https://www.smbc-comics.com/comic/rise-of-the-machines">smbc-comics.com</a>

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### The real world: Predictive policing
<a href="https://www.economist.com/briefing/2013/07/20/dont-even-think-about-it">The Economist</a> 
<a href="http://harvardcrcl.org/minority-report-why-we-should-question-predictive-policing/">Harvard Civil Rights Review</a>

 <img src="image/predpol.jpg" height = 268px> 
 from <a href="https://www.smithsonianmag.com/innovation/artificial-intelligence-is-now-used-predict-crime-is-it-biased-180968337/">smithsonianmag.com</a>

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#  Repeating the past

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### Recidivity risk scores

 <img src="image/risk_score.png" height=347px> 
 from <a href="https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing">propublica.org</a>

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### Empirical evaluation
<a href="https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing">Pro Publica I</a>, 
<a href="https://www.propublica.org/article/how-we-analyzed-the-compas-recidivism-algorithm">Pro Publica II</a>

<img src="image/risk_score_eval.png" height=300px> 
 from <a href="https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing">propublica.org</a>

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# The end of privacy

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"Most technologies have their bright and dark side [...] My personal opinion is that a machine's ability to better understand us would lead to improved consumer experience, products, etc… But imagine that we published a clone of youarewhatyoulike.com that simply predicted which of your friends was gay (or Christian or liberal or HIV-positive, etc); lynches are not unlikely to follow…"

Michal Kosinski, Stanford University <a href="https://www.theguardian.com/world/2014/aug/03/internet-death-privacy-google-facebook-alex-preston" style="font-size:8px">[Full text]</a>

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 What do you think?
 
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# Next steps

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1. Practice 
2. Read books 
3. Consult websites 
4. Support & consulting 
5. Upcoming courses 
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<img border="0" alt="W3Schools" src="http://www.theunmanageableemployee.com/wp-content/uploads/2011/07/5cs-stones-cropped-11052730.jpg?w=112">
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# Books

Here is a very incomplete series of good books. They are ordered by complexity, beginning with user-friendly books on <high>learning statistics</high> in R and ending with books focusing on the more <high>advanced topics of the R language</high>.

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# Websites

The web is a great place to learn about R.

Best begin your journey with:

[Google](www.google.com) or [Rseek](www.rseek.org), which is a wrapper around google to maximize hits related to R. However, most of the time Google works just fine. Just be sure to add *r* to the the search query.

Then you will be redirected to one of two pages

[R-bloggers](www.r-bloggers.com) is a website on which R users inform each other on the newest developments. See, e.g., Nathaniel's [entry](https://www.r-bloggers.com/the-new-and-improved-pirateplot-now-with-themes/).

[Stackoverflow](www.r-bloggers.com) is a website on which R users exchange problems and solutions to problems. Try post something yourself. You will be amazed by the turnaround.

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 <a href="https://www.google.com/"><img border="0" alt="W3Schools" src="https://raw.githubusercontent.com/therbootcamp/therbootcamp.github.io/master/_sessions/_image/google.png" height="100"></a><img border="0" alt="W3Schools" src="https://raw.githubusercontent.com/therbootcamp/therbootcamp.github.io/master/_sessions/_image/comma.png" height="50"><a href="http://rseek.org/"><img border="0" alt="W3Schools" src="https://raw.githubusercontent.com/therbootcamp/therbootcamp.github.io/master/_sessions/_image/rseek.png" height="100" style="margin-left:10px; margin-buttom:10px"></a> <br2>
 <a href="https://www.r-bloggers.com/"><img border="0" alt="W3Schools" src="https://raw.githubusercontent.com/therbootcamp/therbootcamp.github.io/master/_sessions/_image/rbloggers.png" height="105" style="margin-bottom:10px"></a> 
 <a href="https://stackoverflow.com/"><img border="0" alt="W3Schools" src="https://raw.githubusercontent.com/therbootcamp/therbootcamp.github.io/master/_sessions/_image/stackoverflow.png" height="105"></a>

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# Support & Consulting

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 <a href="www.dirkwulff.org"><img border="0" alt="W3Schools" src="https://therbootcamp.github.io/img/team/1.png" height="230" style="border-radius:50%"></a> 
 
 Dr. Dirk Wulff 
 <a href="www.dirkwulff.org">dirkwulff.org</a> 
 <a href="https://github.com/dwulff">github.com/dwulff</a> 
 packages: 
 <a href="https://cran.r-project.org/web/packages/cstab/index.html">cstab</a>, 
 <a href="https://cran.r-project.org/web/packages/mousetrap/index.html">mousetrap</a>, <a href="https://cran.r-project.org/web/packages/memnet/index.html">memnet <a href="https://github.com/dwulff/choicepp">choicepp
 
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 <a href="https://psychologie.unibas.ch/en/persons/markus-steiner/about-me/"><img border="0" alt="W3Schools" src="https://therbootcamp.github.io/img/team/2.png" height="230" style="border-radius:50%"></a> 
 
 Markus Steiner 
 <a href="https://github.com/mdsteiner">github.com/mdsteiner</a> 
 packages: 
 <a href="https://github.com/mdsteiner/ShinyPsych">ShinyPsych</a>, 
 <a href="https://github.com/mdsteiner/EFAdiff">EFAdiff</a> 
 
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 <th class="tg-yw4l" valign='top'>
 
 
 <a href="https://www.schulte-mecklenbeck.com/"><img border="0" alt="W3Schools" src="https://therbootcamp.github.io/img/team/3.png" height="230" style="border-radius:50%"></a> 
 
 Dr. Michael Schulte- Mecklenbeck 
 <a href="www.schulte-mecklenbeck.com">schulte-mecklenbeck.com</a> 
 <a href="https://github.com/schultem">github.com/schultem</a> 
 
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# Upcoming courses

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 <a class="project-link" href="mailto:therbootcamp@gmail.com?subject=Preregistration for Statistics with R&body=I would like to preregister for the R Bootcamp on 'Data Mining mit R' on February 14/15 in Basel, Switzerland." align="center">
 Data Mining mit R 
 
 <img src="https://therbootcamp.github.io/img/courses/1.png" height="250px" style="border-radius:50%;border:10px solid #E9ECEF"></img> 
 <high>2 days, February 14/15, 2020</high> 
 
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 <td>
 
 <a class="project-link" href="mailto:therbootcamp@gmail.com?subject=Preregistration for Statistics with R&body=I would like to preregister for the R Bootcamp on 'Statistik mit R' on March 13/14 in Basel, Switzerland." align="center">
 Statistik mit R 
 
 <img src="https://therbootcamp.github.io/img/courses/3.png" height="250px" style="border-radius:50%;border:10px solid #E9ECEF"></img> 
 <high>2 days, March 13/14, 2019</high> 
 </a>
 
 </td>
 <td>
 
 <a class="project-link" href="mailto:therbootcamp@gmail.com?subject=Preregistration for Statistics with R&body=I would like to preregister for the R Bootcamp on 'Reporting mit R' on March 13/14 in Basel, Switzerland." align="center">
 Statistik mit R 
 
 <img src="https://therbootcamp.github.io/img/courses/4.png" height="250px" style="border-radius:50%;border:10px solid #E9ECEF"></img> 
 <high>2 days, May 15/16, 2019</high> 
 </a>
 
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# Please give us feedback

<img src="image/feedback.png" height=350px></img> 
 from <a href="https://cdn-images-1.medium.com/max/1600/1*5OZNYAfzDZfM1lwJBZEuHQ.png">medium.com</a>

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# Thank you! and one more thing...