Ausblick

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# Ausblick
### Maschinelles Lernen mit R <a href='https://therbootcamp.github.io'> The R Bootcamp </a> <a href='https://therbootcamp.github.io/ML_2020Apr/'> </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>
### April 2020

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 Maschinelles Lernen mit R | April 2020
 
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# Hallo Machine Learning Experten!

In 2 Tagen, 7 Sessions, und 15 Stunden habt ihr euch die Grundlagen des maschinellen Lernens angeeignet.

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<img src="image/schedule.png" height="580" align="center">
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#  Willkommen zur Datenrevolution

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"Machine learning will be the <high>engine of global growth</high>."

[Financial times, July 2018]()

"<high>Fuel of the future</high> - Data is giving rise to a new economy."

[The Economist, May 2017]()

"Wie Big Data die <high>Finanzmärkte verändern</high> könnte"

[NZZ, August 2018]()

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

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# Änderungen in der Wirtschaft

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### Unternehmeen die AI/ML verwenden

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

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### Jobs werden obsolet

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

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#  Repeating the past

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### Ein 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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### In der realen Welt: 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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### Risikoscore für Rezidivität

 <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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### Evaluation der Ergebnisse
<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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# Das Ende der Privatheit

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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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 Was denkst du?
 
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# Nächste Schritte

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1. Anwenden 
2. Bücher 
3. Webseiten 
4. Hilfe & Consulting 
5. Weiterführende Kurse 
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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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# Bücher

Hier ist eine unvollständige Liste guter Bücher über R lose geordnet nach vorausgesetzter Erfahrung.

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# Webseiten

Das Netz ist vll. der beste Ort für Informationen über R.

Beginnt eure Suche mit:

[Google](www.google.com). Stellt sicher, dass ihr *R* oder *Rproject* mit in eurer Suche habt.

Meistens werdet ihr dann weitergeleitet zu:

[R-bloggers](www.r-bloggers.com) informiert euch über die neusten R Entwicklungen. Meldet euch für den Newsletter an.

[Stackoverflow](https://stackoverflow.com/questions/tagged/r) ist eine Seite für R Probleme und Lösungen. Versucht selbst mal ein Problem zu posten. Oft bekommt ihr erstaunlich schnell Antwort.

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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> <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

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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/EFAtools">EFAtools</a> 
 
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 <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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# Weiterführende Kurse

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 <a class="project-link" href="http://therbootcamp.github.io/#courses" align="center">
 Statistik mit R 
 
 <img src="https://therbootcamp.github.io/img/courses/2.png" height="230px" style="border-radius:50%;border:10px solid #E9ECEF"></img> 
 <high>Mai 8/9, 2020</high> 
 </a>
 
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 <a class="project-link" href="http://therbootcamp.github.io/#courses" align="center">
 Reporting mit R 
 
 <img src="https://therbootcamp.github.io/img/courses/4.png" height="230px" style="border-radius:50%;border:10px solid #E9ECEF"></img> 
 <high>Juni 5/6, 2020</high> 
 </a>
 
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 <td>
 
 <a class="project-link" href="http://therbootcamp.github.io/#courses" align="center">
 Explorative Datenanalyse 
 
 <img src="https://therbootcamp.github.io/img/courses/3.png" height="230px" style="border-radius:50%;border:10px solid #E9ECEF"></img> 
 <high>September 4/5, 2020</high> 
 </a>
 
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# Bitte gebt uns 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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# Herzlichen Dank! und noch eine Sache...