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href="/chapters" title="About ACM India Chapters">About ACM India Chapters</a><br/> </li> </ul> </div> <div class="section-nav-wrapper"> <ul> <li> <a href="/diversity-equity-inclusion" title="Diversity, Equity & Inclusion">Diversity, Equity & Inclusion</a><br/> </li> </ul> </div> </nav> </div> <div id="main" > <div class="article" id="maincontent" tabindex="-1"> <div class="row"> <div class="columns small-12"> <ul class="breadcrumbs"> <li><a href="/">Home</a></li> <li ><a href="/education">Education</a></li> <li class="current"> <a href="/education/acm-india-winter-schools-optimizations-machine-learning">ACM India Winter School on “Optimization for Machine Learning and Operations Research”</a> </li> </ul> </div> </div> <article class="has-edit-button" id="SkipTarget" tabindex="-1"> <div class="row"> <div class="columns small-12"> <h1>ACM India Winter School on “Optimization for Machine Learning and Operations Research”</h1> </div> </div> <div class="row"> <div class="columns large-8 medium-8 small-12 blocks"> <div class="clearfix"> <p><strong>ACM India Winter School on<br /> “Optimization for Machine Learning and Operations Research”<br /> Hosted by IIT Goa<br /> 12 – 23 December 2022</strong></p> <p>Name of the school: ACM India Winter School on Optimization for Machine Learning and Operations Research<br /> Host Institution: IIT Goa<br /> Industry Sponsor: TBD<br /> Dates: December 12–23, 2022</p> <p>Academic Coordinator:<br /> Name: Dr. Divya Padmanabhan, IIT Goa<br /> Email: <a href="/cdn-cgi/l/email-protection" class="__cf_email__" data-cfemail="83e7eaf5fae2c3eaeaf7e4ece2ade2e0adeaed">[email protected]</a></p> <p>Local Coordinator:<br /> Name: Dr. Satyanath Bhat, IIT Goa<br /> Email: <a href="/cdn-cgi/l/email-protection#1f6c7e6b667e717e6b775f76766b78707e317e7c317671"><span class="__cf_email__" data-cfemail="c0b3a1b4b9a1aea1b4a880a9a9b4a7afa1eea1a3eea9ae">[email protected]</span></a></p> <p>Description of school: The Winter School will cover fundamentals of mathematical optimization, a central tool in several applications in Machine Learning and Operations Research. A strong understanding of optimization is important today for developing efficient algorithms and implementation in machine learning as well as planning problems. For example, the key technique used in deep learning is an iterative optimization technique called gradient descent. The school will span 10 days with lectures and tutorials/hands-on in each day. The tutorials will aim at problem solving while the labs will focus on implementation/case studies. The labs will be based in python.</p> <p>List of topics:</p> <ul> <li>Formulating Optimization problems</li> <li>Linear Algebra and Calculus prerequisites</li> <li>Convex sets, functions</li> <li>Unconstrained optimization: Necessary and sufficient conditions, Iterative methods</li> <li>Applications in ML</li> <li>Linear Programming and applications in Operations Research</li> <li>General Constrained Optimization: KKT Conditions</li> <li>Duality and application in SVM</li> <li>Submodular Optimization</li> <li>Applications in Industry</li> </ul> <p>Confirmed Speakers (with affiliation):</p> <ul> <li>Dr. Divya Padmanabhan, IIT Goa</li> <li>Dr. Satyanath Bhat, IIT Goa</li> <li>Dr. Prabuchandran, IIT Dharwad</li> <li>Dr. Harish Guruprasad, IIT Madras</li> <li>Dr. Chandrashekhar Lakshminarayanan, IIT Madras</li> <li>Dr. Karthik Natarajan, SUTD Singapore</li> <li>Dr. Viswas Rao, Argonne National Labs, USA</li> <li>Dr. P. Balamurugan, IIT Bombay</li> <li>Dr. Chandramouli Kamanchi, IBM India Research Lab</li> <li>Dr. Vishnu Narayanan, IIT Bombay</li> </ul> <p>Background courses: Linear algebra, Calculus</p> <p>Software: Python, Gurobipy / Matlab</p></div><!-- MainContent --> </div> <div class="columns large-4 medium-4 small-12"> </div> </div> <!-- <div class="row"> --> <!-- <div class="columns small-12"> --> <!-- </div> --> <!-- </div> --> </article> </div> </div> <div class="row"> <footer> <nav> <div class="footer-nav"> <ul class="footer-nav-lists"> <li> About ACM</li> <li><a href="https://www.acm.org/about-acm" title="About ACM">About ACM</a></li> <li><a href="https://www.acm.org/about-acm/get-involved" title="About ACM">Volunteer</a></li> </ul> <ul class="footer-nav-lists"> <li> Membership</li> <li><a href="https://www.acm.org/membership/join-acm" title="Membership">Join ACM</a></li> <li><a href="https://www.acm.org/membership/acm-membership-renewal" title="Membership">Renew My Membership</a></li> 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