2023-02-10 04:02:50 +00:00
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CSCI-6100 - Machine Learning from Data
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< meta property = "og:description" content = "Introduction to the theory, algorithms, and applications of machine learning (supervised, reinforcement, and unsupervised) from data: What is learning? Is learning feasible? How can it be done? How can it be done well? The course offers a mix of theory, technique, and application with additional selected topics chosen from Pattern Recognition, Decision Trees, Neural Networks, RBF's, Bayesian Learning, PAC Learning, Support Vector Machines, Gaussian processes, and Hidden Markov Models." >
2023-02-10 04:08:22 +00:00
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2023-02-10 04:02:50 +00:00
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Machine Learning from Data
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CSCI-6100
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Introduction to the theory, algorithms, and applications of machine learning (supervised, reinforcement, and unsupervised) from data: What is learning? Is learning feasible? How can it be done? How can it be done well? The course offers a mix of theory, technique, and application with additional selected topics chosen from Pattern Recognition, Decision Trees, Neural Networks, RBF's, Bayesian Learning, PAC Learning, Support Vector Machines, Gaussian processes, and Hidden Markov Models.
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4 credits
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Cross-listed with:
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< a class = "course-pill" href = "CSCI-4100.html" > CSCI-4100 Machine Learning from Data< / a >
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Prereqs:
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none
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Past Term Data
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Offered
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Not Offered
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Offered as Cross-Listing Only
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No Term Data
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Simple View
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Detailed View
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< table >
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< th > < / th >
< th class = "spring season-label" > Spring< / th >
< th class = "summer season-label" colspan = "2" > Summer< / th >
< th class = "fall season-label" > Fall< / th >
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< th colspan = "2" > < / th >
< th class = "summer2 midsum-label" > (Session 1)< / th >
< th class = "summer3 midsum-label" > (Session 2)< / th >
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< th class = "year" > 2023< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
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< td class = "term fall not-offered" >
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< th class = "year" > 2022< / th >
< td class = "term spring offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (4c)
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< ul class = "prof-list" >
< li > Uzma Mushtaque< / li >
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< span class = "course-capacity" >
Seats Taken: 14/40
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< td colspan = "2" class = "term summer not-offered" >
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< td class = "term fall not-offered" >
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< th class = "year" > 2021< / th >
< td class = "term spring offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (4c)
< / span >
< ul class = "prof-list" >
< li > Uzma Mushtaque< / li >
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< span class = "course-capacity" >
Seats Taken: 19/20
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< / div >
< / td >
< td colspan = "2" class = "term summer not-offered" >
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< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (4c)
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< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
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< span class = "course-capacity" >
Seats Taken: 37/30
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< / td >
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< th class = "year" > 2020< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
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< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (4c)
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< ul class = "prof-list" >
< li > Uzma Mushtaque< / li >
< li > Malik Magdon-Ismail< / li >
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< span class = "course-capacity" >
Seats Taken: 38/50
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< / div >
< / td >
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< tr >
< th class = "year" > 2019< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (4c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
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< span class = "course-capacity" >
Seats Taken: 37/0
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< th class = "year" > 2018< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
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< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (4c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
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< span class = "course-capacity" >
Seats Taken: 28/0
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< th class = "year" > 2017< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (3c)
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< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
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< span class = "course-capacity" >
Seats Taken: 43/100
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< tr >
< th class = "year" > 2016< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (3c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 48/100
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< tr >
< th class = "year" > 2015< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning From Data (3c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 42/50
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< / tr >
< tr >
< th class = "year" > 2014< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning (3c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 40/30
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< th class = "year" > 2013< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning (3c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 29/20
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< th class = "year" > 2012< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning (3c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
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< span class = "course-capacity" >
Seats Taken: 22/60
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< th class = "year" > 2011< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning (3c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 26/60
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< tr >
< th class = "year" > 2010< / th >
< td class = "term spring not-offered" >
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< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning (3c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 20/60
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< tr >
< th class = "year" > 2009< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning (3c)
< / span >
< ul class = "prof-list" >
< li > Malik Magdon-Ismail< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 22/60
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< / td >
< / tr >
< tr >
< th class = "year" > 2008< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning (3c)
< / span >
< ul class = "prof-list" >
< li > Sanmay Das< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 12/30
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< th class = "year" > 2007< / th >
< td class = "term spring unscheduled" >
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< td colspan = "2" class = "term summer unscheduled" >
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< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Machine Learning (3c)
< / span >
< ul class = "prof-list" >
< li > Sanmay Das< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 8/30
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