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We start from the introduction of optimization, convex optimization, motivation of distributed machine learning. Then we discuss the motivation of DML. Then we discuss the structure of DML and one key algorithm of DML, namely, Alternating Direction Method of Multipliers (ADMM). A few parallel methods will also be given. </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 50</span><br/> <span> <strong>Duration: </strong> 90 minutes </span><br/> <span> <strong>Languages Available: </strong> Chinese (Simplified), English</span><br/> <span> <strong>Last Updated: </strong> <span id="lecDate"></span> </span> </div> <div class="row lecture__section"> <h2>Request this Lecture</h2> <p>To request this particular lecture, please complete this <a href="https://services.acm.org/public/speakers/request_lecture.cfm?lecture_id=14286" target="_blank">online form.</a> </p> </div> <div class="row lecture__section"> <h2>Request a Tour</h2> <p>To request a tour with this speaker, please complete this <a href="https://services.acm.org/public/speakers/request_tour.cfm?lecturer_id=14117" target="_blank">online form.</a> </p> <p>All requests will be sent to ACM headquarters for review.</p> </div> </div> </div> <script> var 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