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    <p>Thanks Val for sharing.</p>
    <p>See here to try it out.<br>
    </p>
    <p><a class="moz-txt-link-freetext" href="https://mediapipe.dev/demo/holistic_remote/">https://mediapipe.dev/demo/holistic_remote/</a></p>
    <p>Jonathan<br>
    </p>
    <div class="moz-cite-prefix">On 12/3/2021 1:27 PM, Valerie Sutton
      wrote:<br>
    </div>
    <blockquote type="cite"
      cite="mid:7D1E25CD-47E3-4473-B065-E1B6F3762B2E@mac.com">
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      SignWriting List
      <div class="">December 3, 2021</div>
      <div class=""><br class="">
      </div>
      <div class="">Dear SW List Members:</div>
      <div class="">This message was just sent to me from the Sign
        Language Linguists List (SLLING-L). Very interesting message
        about Machine learning, and sign languages.</div>
      <div class=""><br class="">
      </div>
      <div class="">Val ;-)</div>
      <div class=""><br class="">
      </div>
      <div class="">______________</div>
      <div class=""><br class="">
        <div><br class="">
          <blockquote type="cite" class="">
            <div class="">Begin forwarded message:</div>
            <br class="Apple-interchange-newline">
            <div style="margin-top: 0px; margin-right: 0px;
              margin-bottom: 0px; margin-left: 0px;" class=""><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);"
                class=""><b class="">From: </b></span><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif;" class="">Mark Mandel <<a
                  href="mailto:markamandel@GMAIL.COM"
                  class="moz-txt-link-freetext" moz-do-not-send="true">markamandel@GMAIL.COM</a>><br
                  class="">
              </span></div>
            <div style="margin-top: 0px; margin-right: 0px;
              margin-bottom: 0px; margin-left: 0px;" class=""><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);"
                class=""><b class="">Subject: </b></span><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif;" class=""><b class="">AI +
                  machine learning to teach SLs on the web</b><br
                  class="">
              </span></div>
            <div style="margin-top: 0px; margin-right: 0px;
              margin-bottom: 0px; margin-left: 0px;" class=""><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);"
                class=""><b class="">Date: </b></span><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif;" class="">December 3, 2021 at
                6:05:08 AM PST<br class="">
              </span></div>
            <div style="margin-top: 0px; margin-right: 0px;
              margin-bottom: 0px; margin-left: 0px;" class=""><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);"
                class=""><b class="">To: </b></span><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif;" class=""><a
                  href="mailto:SLLING-L@LISTSERV.VALENCIACOLLEGE.EDU"
                  class="moz-txt-link-freetext" moz-do-not-send="true">SLLING-L@LISTSERV.VALENCIACOLLEGE.EDU</a><br
                  class="">
              </span></div>
            <div style="margin-top: 0px; margin-right: 0px;
              margin-bottom: 0px; margin-left: 0px;" class=""><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);"
                class=""><b class="">Reply-To: </b></span><span
                style="font-family: -webkit-system-font, Helvetica Neue,
                Helvetica, sans-serif;" class="">linguists interested in
                signed languages <<a
                  href="mailto:SLLING-L@LISTSERV.VALENCIACOLLEGE.EDU"
                  class="moz-txt-link-freetext" moz-do-not-send="true">SLLING-L@LISTSERV.VALENCIACOLLEGE.EDU</a>><br
                  class="">
              </span></div>
            <br class="">
            <div class="">
              <div dir="auto" class="">
                <div dir="auto" class=""><b class="">Machine learning to
                    make sign language more accessible</b></div>
                <div dir="auto" class=""><<a
href="https://blog.google/outreach-initiatives/accessibility/ml-making-sign-language-more-accessible/amp/"
                    class="moz-txt-link-freetext" moz-do-not-send="true">https://blog.google/outreach-initiatives/accessibility/ml-making-sign-language-more-accessible/amp/</a>></div>
                <div dir="auto" class=""><br class="">
                </div>
                <div dir="auto" class="">
                  <div dir="auto" class="">
                    <div class="">
                      <div class="">
                        <div class="">
                          <div class=""><i class="">Kemal El Moujahid</i></div>
                          <div class=""><i class=""> Director, Product
                              Management </i></div>
                        </div>
                        <i class=""> Published Dec 01, 2021</i>     </div>
                    </div>
                  </div>
                </div>
                <div dir="auto" class=""><br class="">
                </div>
                <div dir="auto" class="">Google has spent over twenty
                  years helping to make information accessible and
                  useful in more than 150 languages. And our work is
                  definitely not done, because the internet changes so
                  quickly. About 15% of searches we see are entirely new
                  every day. And when it comes to other types of
                  information beyond words, in many ways, technology
                  hasn’t even begun to scratch the surface of what’s
                  possible. Take one example: sign language.</div>
                <div dir="auto" class=""><br class="">
                </div>
                <div dir="auto" class="">The task is daunting. There are
                  as many sign languages as there are spoken languages
                  around the world. That’s why, when we began exploring
                  how we could better support sign language, we started
                  small by researching and experimenting with what
                  machine learning models could recognize. We spoke with
                  members of the Deaf community, as well as linguistic
                  experts, working closely with our partners at The
                  Nippon Foundation, The Chinese University of Hong Kong
                  and Kwansei Gakuin University. We began combining
                  several ML models to recognize sign language as a sum
                  of its parts — going beyond just hands to include body
                  gestures and facial expressions.</div>
                <div dir="auto" class=""><br class="">
                </div>
                <div dir="auto" class=""><b class="">...</b></div>
                <div dir="auto" class=""><b class=""><br class="">
                  </b></div>
                <div dir="auto" class="">Advances in AI and ML now allow
                  us to reliably detect hands, body poses and facial
                  expressions using any camera inside a laptop or mobile
                  phone. SignTown uses the <a
                    href="https://google.github.io/mediapipe/solutions/holistic"
                    class="" moz-do-not-send="true">MediaPipe Holistic
                    model</a> to identify keypoints from raw video
                  frames, which we then feed into a classifier model to
                  determine which sign is the closest match. This all
                  runs inside of the user's browser, powered by <a
                    href="https://www.tensorflow.org/js" class=""
                    moz-do-not-send="true">Tensorflow.js</a>.<b class=""><br
                      class="">
                  </b></div>
                <div dir="auto" class=""><br class="">
                </div>
                <div dir="auto" class=""><br class="">
                </div>
                <div dir="auto" class=""><i class="">Click link for full
                    article</i></div>
                <div dir="auto" class=""><i class=""><br class="">
                  </i></div>
                <div dir="auto" class="">Mark Mandel</div>
              </div>
            </div>
          </blockquote>
        </div>
        <br class="">
      </div>
      ________________________________________________
      <p>
      </p>
      <p>
        SIGNWRITING LIST INFORMATION
      </p>
      <p>
        Valerie Sutton
        SignWriting List moderator
        <a href="mailto:sutton@signwriting.org" moz-do-not-send="true"
          class="moz-txt-link-freetext">sutton@signwriting.org</a>
      </p>
      <p>
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    </blockquote>
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________________________________________________
<p>
</p><p>
SIGNWRITING LIST INFORMATION
</p><p>
Valerie Sutton
SignWriting List moderator
<a href="mailto:sutton@signwriting.org">sutton@signwriting.org</a>
</p><p>
Post Messages to the SignWriting List:
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