Pbi content staging (#229)

* Create Person “timothy-utter/readme”

* Update Venues “2023/06-08/places-spaces-during-issi/readme”

* Update Person “caroline-s-wagner/readme”

* Update Venues “2023/06-08/places-spaces-during-issi/readme”

* Update Venues “2005/09-20/i-light-symposium-2005/readme”

* Update Venues “2005/09-20/i-light-symposium-2005/readme”

* Update Venues “2005/09-20/i-light-symposium-2005/readme”

* Update Venues “2023/03-07/bloomington-rotary-club/readme”

* Update Venues “2022/12-10/24-hour-human-reference-atlas-design-event/readme”

* Update Venues “2022/11-10/cns-metaverse-tour/readme”

* Update Venues “2017/10-21/science-fest/readme”

* Update Venues “2021/10-09/science-festival/readme”

* Update Venues “2022/10-22/sciencefest/readme”

* Update Venues “2022/09-30/science-maps-and-macroscopes/readme”

* Update Venues “2020/09-02/technology-petting-zoo/readme”

* Update Venues “2022/09-29/technology-petting-zoo/readme”

* Update Venues “2022/08-29/18th-iteration-debut-at-the-university-of-michigan/readme”

* Create Venues “2023/08-31/places-spaces-during-issi/readme”

* Update Venues “2005/04-05/101st-annual-meeting-of-the-association-of-american-geographer/readme”

* Update Venues “2021/09-24/17th-iteration-debut-and-macroscope-kiosk-display/readme”

* Update Venues “2011/04-12/2011-science-of-team-science-conference/readme”

* Update Venues “2016/08-03/2016-cra-wcdc-cadens-broadening-participation-in-visualization-bpviz16-workshop/readme”

* Update Venues “2007/03-25/233rd-acs-national-meeting-and-exposition/readme”

* Update Venues “2021/12-11/24-hour-science-map-event/readme”

* Update Venues “2008/09-11/a-deeper-look-at-the-visualization-of-scientific-discovery/readme”

* Update Venues “2015/05-20/a-selection-of-maps/readme”

* Update Venues “2016/05-20/a-selection-of-maps/readme”

* Update Venues “2011/02-17/aaas-annual-meeting/readme”

* Update Venues “2013/04-10/acrl/readme”

* Update Venues “2016/06-26/alumni-reception/readme”

* Update Venues “2016/07-16/american-association-of-law-libraries/readme”

* Update Venues “2012/11-15/annual-history-of-science-conference/readme”

* Update Venues “2008/01-01/american-museum-of-science-and-energy/readme”

* Update Venues “2007/01-01/american-museum-of-science-and-energy/readme”

* Update Venues “2013/09-10/american-chemical-society-meeting/readme”

* Update Venues “2005/10-20/annual-meeting-of-the-society-for-social-studies-of-sciences/readme”

* Update Venues “2021/12-13/atlas-of-forecasts-book-reading-at-morgensterns-books/readme”

* Update Venues “2009/10-02/atlanta-conference-on-science-and-innovation-policy/readme”

* Update Venues “2007/04-17/association-of-american-geographers-annual-meeting/readme”

* Update Venues “2008/04-15/association-of-amercian-geographers-annual-meeting/readme”

* Update Venues “2015/11-12/art-and-science-engineering-and-medicine-frontier-collaborations-ideation-translation-and-realization/readme”

* Update Venues “2014/10-05/arizona-state-university/readme”

* Update Venues “2015/05-28/bruer-symposium/readme”

* Update Venues “2011/09-09/battelle-center-for-science-and-technology-opening-reception/readme”

* Update Venues “2015/11-12/bd2k-consortium-all-hands-meeting/readme”

* Update Venues “2014/11-04/cns-open-house/readme”

* Update Venues “2014/11-05/cewit-faculty-and-phd-salon/readme”

* Update Venues “2015/10-29/cdac-meeting/readme”

* Update Venues “2008/05-12/challenges-in-information-science-and-technology/readme”

* Update Venues “2016/12-12/cewit-house/readme”

* Update Venues “2017/03-23/conference-on-big-data-and-network-science/readme”

* Update Venues “2015/05-15/computational-social-science-conference/readme”

* Update Venues “2008/11-13/cornell-university/readme”

* Update Venues “2008/03-31/cyberinfrastructure-in-behavioral-medicine-expert-panel-workshop/readme”

* Update Venues “2015/03-03/cyberinfrastructure-day/readme”

* Update Venues “2015/08-31/cyberbridges-workshop/readme”

* Update Venues “2016/04-11/culture-analytics-and-user-experience-design/readme”

* Update Venues “2011/11-02/disease-and-therapeutic-response-modeling/readme”

* Update Venues “2007/01-29/designing-cyberinfrastructure-for-collaboration-and-innovation/readme”

* Update Venues “2015/09-02/data-visualizations-drawing-actionable-insights-from-science-and-technology-data/readme”

* Update Venues “2016/02-04/data-visualization-speaker-series/readme”

* Update Venues “2016/09-24/data-visualization-literacy/readme”

* Update Venues “2022/04-05/data-visualization-bazaar/readme”

* Update Venues “2019/03-20/data-day/readme”

* Update Venues “2018/03-06/data-day/readme”

* Update Venues “2011/09-15/data-coding-analysis-archiving-and-sharing-for-open-collaboration-from-openshapa-to-open-data-sharing/readme”

* added sequences for 19 iteration

* added 19  iteration title and desc

* commented local backend

* Create Blog “2023/09-26/digital-arts-and-humanities-project-development-at-idah/readme”

* Update Macroscope “19/4/readme”

* Update Macroscope “19/3/readme”

* Delete Macroscope “19/3/readme”

* Delete Macroscope “19/4/readme”

* Create Macroscope “19/3/readme”

* Create Macroscope “19/4/readme”

* Delete “content/macroscope/19/1/equity_desktop.png”

* Update Macroscope “19/1/readme”

* Update Macroscope “19/1/readme”

* Delete “content/macroscope/19/2/spain_desktop.png”

* Update Macroscope “19/2/readme”

* Update Macroscope “19/1/readme”

* Update Macroscope “19/2/readme”

* Update Macroscope “19/3/readme”

* Update Macroscope “19/4/readme”

* Update Macroscope “19/1/readme”

* Update Person “jiajie-li/readme”

* Update Person “sarah-williams/readme”

* Update Person “niko-mcglashan/readme”

* Update Person “daniela-coray/readme”

* Update Person “jari-prachasartta/readme”

* Update Person “doris-duanmu/readme”

* Update Person “ziyi-tang/readme”

* Update Person “jiajie-li/readme”

* Update Person “enrique-casillas/readme”

* Delete “content/person/raúl-sánchez-gonzález/raúl-sánchez-gonzález-1-1-.jpg”

* Update Person “raúl-sánchez-gonzález/readme”

* Update Person “sarah-williams/readme”

* Delete “content/person/analía-plaza/analía-plaza.jpg”

* Update Person “analía-plaza/readme”

* Update Person “andre-skupin/readme”

* Update Person “felix-de-moya-anegon/readme”

* Delete Person “felix-de-moya-angeon/readme”

* Delete “content/macroscope/19/1/se_large.png”

* Delete “content/macroscope/19/1/equity_square.png”

* Update Macroscope “19/1/readme”

* Update Macroscope “19/2/readme”

* Update Macroscope “19/2/readme”

* Delete “content/macroscope/19/3/ml_desktop.png”

* Delete “content/macroscope/19/3/covid_square.png”

* Delete “content/macroscope/19/3/covid_medium.png”

* Delete “content/macroscope/19/3/covid_desktop.png”

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* Delete “content/macroscope/19/3/ml_kioskv2.png”

* Update Macroscope “19/3/readme”

* Delete “content/macroscope/19/4/covid_desktop.png”

* Delete “content/macroscope/19/4/covid_square.png”

* Delete “content/macroscope/19/4/covid_kiosk.png”

* Update Macroscope “19/4/readme”

* Update Macroscope “19/3/readme”

* Update Macroscope “19/3/readme”

* Update Macroscope “19/4/readme”

* Update Person “stephanie-yee/readme”

* Update Person “tony-chu/readme”

* Delete “content/macroscope/19/4/ml_kioskv2-2.png”

* Delete “content/macroscope/19/4/ml_kioskv2.png”

* Update Macroscope “19/4/readme”

---------

Co-authored-by: ezengels <[email protected]>
Co-authored-by: Bruce W. Herr II <[email protected]>

content/macroscope/19/4/readme.md

@@ -2,8 +2,14 @@
 en:
   sequence: 4
   body: >-
-    You’ve probably heard of “machine learning,” but maybe you’re a little fuzzy on how it works. Not to worry—here’s a friendly introduction to machine learning that will give you the basics and beyond. It begins with a problem: How does a machine “learn” to tell one thing from another? From there, this scrollytelling tutorial takes us through the process in a way that is both informative and easy to follow. Machine learning algorithms are powerful tools in the field of artificial intelligence. This macroscope is a great first step in understanding how to put that power to use.
-
+    Today’s digital atlases pull together massive amounts (insert units) of data
+    in order to present a comprehensive view of a topic. Given this volume of
+    data, machine learning techniques are critical for analyzing or identifying
+    patterns in the underlying data. This macroscope demonstrates key machine
+    learning approaches using a dataset about houses, with a goal of identifying
+    whether houses are located in New York City or San Francisco. Brush up on
+    data dimensions, finding boundaries, and decision trees by scrolling through
+    *A Visual Introduction to Machine Learning*.
 
     Explore the interactive online at [http://www.r2d3.us/visual-intro-to-machine-learning-part-1](http://www.r2d3.us/visual-intro-to-machine-learning-part-1/).
   externalLink: http://www.r2d3.us/visual-intro-to-machine-learning-part-1
@@ -17,7 +23,7 @@ en:
     - tony-chu/readme
   title: A visual introduction to machine learning
   image:
-    sm: ml_kioskv2-2.png
+    sm: viml4.png
     med: ml_large.png
     lg: ml_large.png
   year: 2015