From ef773b16f2d25e068933ef192561c3e00b9a4e44 Mon Sep 17 00:00:00 2001
From: Adam Harvey <adam@ahprojects.com>
Date: Fri, 28 Jun 2019 19:13:43 +0200
Subject: typos

---
 site/content/pages/research/munich_security_conference/index.md | 6 +++---
 site/public/research/munich_security_conference/index.html      | 4 ++--
 2 files changed, 5 insertions(+), 5 deletions(-)

(limited to 'site')

diff --git a/site/content/pages/research/munich_security_conference/index.md b/site/content/pages/research/munich_security_conference/index.md
index e0c28d49..8627439d 100644
--- a/site/content/pages/research/munich_security_conference/index.md
+++ b/site/content/pages/research/munich_security_conference/index.md
@@ -94,9 +94,9 @@ Colors: categoryRainbow
 
 This brief research aims to shed light on the emerging politics of data. A photo is no longer just a photo when it can also be surveillance training data, and datasets can no longer be separated from the development of software when software is now built with data. "Our relationship to computers has changed", says Geoffrey Hinton, one of the founders of modern day neural networks and deep learning. "Instead of programming them, we now show them and they figure it out."[^hinton]. 
 
-National AI strategies might also want to include transnational dataset strategies.
+As data becomes more political, national AI strategies might also want to include transnational dataset strategies.
 
-*This research post is going and will updated during July and August, 2019.*
+*This research post is ongoing and will updated during July and August, 2019.*
 
 ### Further Reading
 
@@ -106,7 +106,7 @@ National AI strategies might also want to include transnational dataset strategi
 - [Unconstrained College Students Dataset Analysis](/datasets/uccs)
 - [Duke MTMC dataset author apologies to students](https://www.dukechronicle.com/article/2019/06/duke-university-facial-recognition-data-set-study-surveillance-video-students-china-uyghur)
 - [BBC coverage of MS Celeb dataset takedown](https://www.bbc.com/news/technology-48555149)
-- [Spiegel coverage of MS Celeb dataset takdown](https://www.spiegel.de/netzwelt/web/microsoft-gesichtserkennung-datenbank-mit-zehn-millionen-fotos-geloescht-a-1271221.html)
+- [Spiegel coverage of MS Celeb dataset takedown](https://www.spiegel.de/netzwelt/web/microsoft-gesichtserkennung-datenbank-mit-zehn-millionen-fotos-geloescht-a-1271221.html)
 
 
 {% include 'supplementary_header.html' %}
diff --git a/site/public/research/munich_security_conference/index.html b/site/public/research/munich_security_conference/index.html
index 5665daa1..9263c772 100644
--- a/site/public/research/munich_security_conference/index.html
+++ b/site/public/research/munich_security_conference/index.html
@@ -67,8 +67,8 @@
 <p>Of the 5.8 million Flickr images we found over 6,000 public photos from Embassy Flickr accounts were used to train facial recognition technologies. These images were used in the MegaFace, IBM Diversity in Faces datasets. Over 2,000 more images were used in the Who Goes There datasets used for facial ethnicity analysis research. A few of the embassy images found in facial recognition datasets are shown below.</p>
 </section><section><div class='columns columns-2'><section class='applet_container'><div class='applet' data-payload='{"command": "single_pie_chart /site/research/munich_security_conference/assets/country_counts.csv", "fields": ["Caption: Photos from these embassies are being used to train face recognition software", "Top: 4", "OtherLabel: Other", "Colors: categoryRainbow"]}'></div></section><section class='applet_container'><div class='applet' data-payload='{"command": "single_pie_chart /site/research/munich_security_conference/assets/embassy_counts_summary_dataset.csv", "fields": ["Caption: Embassy images were found in these datasets", "Top: 4", "OtherLabel: Other", "Colors: categoryRainbow"]}'></div></section></div></section><section class='images'><div class='image'><img src='https://nyc3.digitaloceanspaces.com/megapixels/v1/site/research/munich_security_conference/assets/4606260362.jpg' alt=' An image in the MegaFace dataset obtained from United Kingdoms Embassy in Italy'><div class='caption'> An image in the MegaFace dataset obtained from United Kingdom's Embassy in Italy</div></div>
 <div class='image'><img src='https://nyc3.digitaloceanspaces.com/megapixels/v1/site/research/munich_security_conference/assets/4749096858.jpg' alt=' An image in the MegaFace dataset obtained from the Flickr account of the United States Embassy in Kabul, Afghanistan'><div class='caption'> An image in the MegaFace dataset obtained from the Flickr account of the United States Embassy in Kabul, Afghanistan</div></div></section><section class='images'><div class='image'><img src='https://nyc3.digitaloceanspaces.com/megapixels/v1/site/research/munich_security_conference/assets/4730007024.jpg' alt=' An image in the MegaFace dataset obtained from U.S. Embassy Canberra'><div class='caption'> An image in the MegaFace dataset obtained from U.S. Embassy Canberra</div></div></section><section><p>This brief research aims to shed light on the emerging politics of data. A photo is no longer just a photo when it can also be surveillance training data, and datasets can no longer be separated from the development of software when software is now built with data. "Our relationship to computers has changed", says Geoffrey Hinton, one of the founders of modern day neural networks and deep learning. "Instead of programming them, we now show them and they figure it out."<a class="footnote_shim" name="[^hinton]_1"> </a><a href="#[^hinton]" class="footnote" title="Footnote 1">1</a>.</p>
-<p>National AI strategies might also want to include transnational dataset strategies.</p>
-<p><em>This research post is going and will updated during July and August, 2019.</em></p>
+<p>As data becomes more political, national AI strategies might also want to include transnational dataset strategies.</p>
+<p><em>This research post is ongoing and will updated during July and August, 2019.</em></p>
 <h3>Further Reading</h3>
 <ul>
 <li><a href="/datasets/msceleb">MS Celeb Dataset Analysis</a></li>
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