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This channel is part of CSEdu4All, an educational initiative created by Profs. Arti Ramesh and Anand Seetharam from the State University of New York Binghamton. The goal of CSEdu4All is to make computer science education accessible to all! We @CSEdu4All believe that CLIMATE CHANGE is real and all money earned through this channel is donated to the ArborDay Foundation (https://www.arborday.org), a non-profit organization that believes in creating positive change through trees. Prof. Arti Ramesh obtained her PhD from University of Maryland, College Park. She is broadly interested in machine learning, data mining, and natural language processing. Her research interests include structured prediction, statistical relational modeling, natural language processing, probabilistic modeling. Her research focuses on structured prediction problems involving rich, complex, interlinked, heterogeneous data in online networks. She directs the Machine Learning Research Group at SUNY Binghamton.