MLSys: The New Frontier of Machine Learning Systems

Simple item page
dc.contributor.authorRatner, Alexander
dc.contributor.authorAlistarh, Dan
dc.contributor.authorAlons, Gustavo
dc.contributor.authorAndersen, David G
dc.contributor.authorBailis, Peter
dc.contributor.authorBird, Sarah
dc.contributor.authorCarlini, Nicholas
dc.contributor.authorCatanzaro, Bryan
dc.contributor.authorChayes, Jennifer
dc.contributor.authorChung, Eric
dc.contributor.authorDally, Bill
dc.contributor.authorDean, Jeff
dc.contributor.authorDhillon, Inderjit S
dc.contributor.authorDimakis, Alexandros
dc.contributor.authorDubey, Pradeep
dc.contributor.authorElkan, Charles
dc.contributor.authorFursin, Grigori
dc.contributor.authorGanger, Gregory R
dc.contributor.authorGetoor, Lise
dc.contributor.authorGibbons, Phillip B
dc.contributor.authorGibson, Garth A
dc.contributor.authorGottschlich, Justin E
dc.contributor.authorGottschlich, Justin E
dc.contributor.authorHan, Song
dc.contributor.authorHazelwood, Kim
dc.contributor.authorHuang, Furong
dc.contributor.authorJaggi, Martin
dc.contributor.authorJamieson, Kevin
dc.contributor.authorJordan, Michael I
dc.contributor.authorJoshi, Gauri
dc.contributor.authorKhalaf, Rania
dc.contributor.authorKnight, Jason
dc.contributor.authorKonecny, Jakub
dc.contributor.authorKraska, Tim
dc.contributor.authorKumar, Arun
dc.contributor.authorKyrillidis, Anastasios
dc.contributor.authorLakshmiratan, Aparna
dc.contributor.authorLi, Jing
dc.contributor.authorMadden, Samuel
dc.contributor.authorMcMahan, H B
dc.contributor.authorMeijer, Erik
dc.contributor.authorMitliagkas, Ioannis
dc.contributor.authorMonga, Rajat
dc.contributor.authorMurray, Derek
dc.contributor.authorOlukotun, Kunle
dc.contributor.authorPapailiopoulos, Dimitris
dc.contributor.authorPekhimenko, Gennady
dc.contributor.authorRe, Christopher
dc.contributor.authorRekatsinas, Theodoros
dc.contributor.authorRostamizadeh, Afshin
dc.contributor.authorDe Sa, Christopher
dc.contributor.authorSedghi, Hanie
dc.contributor.authorSen, Siddhartha
dc.contributor.authorSmith, Virginia
dc.contributor.authorSmola, Alex
dc.contributor.authorSong, Dawn
dc.contributor.authorSparks, Evan
dc.contributor.authorStoica, Ion
dc.contributor.authorSze, Vivienne
dc.contributor.authorUdell, Madeleine
dc.contributor.authorVanschoren, Joaquin
dc.contributor.authorVenkataraman, Shivaram
dc.contributor.authorVinayak, Rashmi
dc.contributor.authorWeimer, Markus
dc.contributor.authorWilson, Andrew G
dc.contributor.authorXing, Eric
dc.contributor.authorZaharia, Matei
dc.contributor.authorZhang, Ce
dc.contributor.authorTalwalkar, Ameet
dc.date2023-05-18T00:14:37.000
dc.date.accessioned2023-05-22T13:06:45Z
dc.date.available2023-05-22T13:06:45Z
dc.date.issued2019-01-01
dc.date.submitted2020-12-18T14:55:05-08:00
dc.description.abstractMachine learning (ML) techniques are enjoying rapidly increasing adoption. However, designing and implementing the systems that support ML models in real-world deployments remains a significant obstacle, in large part due to the radically different development and deployment profile of modern ML methods, and the range of practical concerns that come with broader adoption. We propose to foster a new systems machine learning research community at the intersection of the traditional systems and ML communities, focused on topics such as hardware systems for ML, software systems for ML, and ML optimized for metrics beyond predictive accuracy. To do this, we describe a new conference, MLSys, that explicitly targets research at the intersection of systems and machine learning with a program committee split evenly between experts in systems and ML, and an explicit focus on topics at the intersection of the two.
dc.identifier.urihttps://repository.upenn.edu/handle/20.500.14332/8487
dc.legacy.articleid1011
dc.legacy.fulltexturlhttps://repository.upenn.edu/cgi/viewcontent.cgi?article=1011&context=cps_machine_programming&unstamped=1
dc.source.issue12
dc.source.journalMachine Programming
dc.source.statuspublished
dc.titleMLSys: The New Frontier of Machine Learning Systems
dc.typePresentation
digcom.contributor.authorRatner, Alexander
digcom.contributor.authorAlistarh, Dan
digcom.contributor.authorAlons, Gustavo
digcom.contributor.authorAndersen, David G
digcom.contributor.authorBailis, Peter
digcom.contributor.authorBird, Sarah
digcom.contributor.authorCarlini, Nicholas
digcom.contributor.authorCatanzaro, Bryan
digcom.contributor.authorChayes, Jennifer
digcom.contributor.authorChung, Eric
digcom.contributor.authorDally, Bill
digcom.contributor.authorDean, Jeff
digcom.contributor.authorDhillon, Inderjit S
digcom.contributor.authorDimakis, Alexandros
digcom.contributor.authorDubey, Pradeep
digcom.contributor.authorElkan, Charles
digcom.contributor.authorFursin, Grigori
digcom.contributor.authorGanger, Gregory R
digcom.contributor.authorGetoor, Lise
digcom.contributor.authorGibbons, Phillip B
digcom.contributor.authorGibson, Garth A
digcom.contributor.authorGonzalez, Joseph E
digcom.contributor.authorisAuthorOfPublication|email:gojustin@cis.upenn.edu|institution:Intel|Gottschlich, Justin E
digcom.contributor.authorHan, Song
digcom.contributor.authorHazelwood, Kim
digcom.contributor.authorHuang, Furong
digcom.contributor.authorJaggi, Martin
digcom.contributor.authorJamieson, Kevin
digcom.contributor.authorJordan, Michael I
digcom.contributor.authorJoshi, Gauri
digcom.contributor.authorKhalaf, Rania
digcom.contributor.authorKnight, Jason
digcom.contributor.authorKonecny, Jakub
digcom.contributor.authorKraska, Tim
digcom.contributor.authorKumar, Arun
digcom.contributor.authorKyrillidis, Anastasios
digcom.contributor.authorLakshmiratan, Aparna
digcom.contributor.authorLi, Jing
digcom.contributor.authorMadden, Samuel
digcom.contributor.authorMcMahan, H B
digcom.contributor.authorMeijer, Erik
digcom.contributor.authorMitliagkas, Ioannis
digcom.contributor.authorMonga, Rajat
digcom.contributor.authorMurray, Derek
digcom.contributor.authorOlukotun, Kunle
digcom.contributor.authorPapailiopoulos, Dimitris
digcom.contributor.authorPekhimenko, Gennady
digcom.contributor.authorRe, Christopher
digcom.contributor.authorRekatsinas, Theodoros
digcom.contributor.authorRostamizadeh, Afshin
digcom.contributor.authorDe Sa, Christopher
digcom.contributor.authorSedghi, Hanie
digcom.contributor.authorSen, Siddhartha
digcom.contributor.authorSmith, Virginia
digcom.contributor.authorSmola, Alex
digcom.contributor.authorSong, Dawn
digcom.contributor.authorSparks, Evan
digcom.contributor.authorStoica, Ion
digcom.contributor.authorSze, Vivienne
digcom.contributor.authorUdell, Madeleine
digcom.contributor.authorVanschoren, Joaquin
digcom.contributor.authorVenkataraman, Shivaram
digcom.contributor.authorVinayak, Rashmi
digcom.contributor.authorWeimer, Markus
digcom.contributor.authorWilson, Andrew G
digcom.contributor.authorXing, Eric
digcom.contributor.authorZaharia, Matei
digcom.contributor.authorZhang, Ce
digcom.contributor.authorTalwalkar, Ameet
digcom.identifiercps_machine_programming/12
digcom.identifier.contextkey20689545
digcom.identifier.submissionpathcps_machine_programming/12
digcom.typeconference
dspace.entity.typePublication
relation.isAuthorOfPublication5cbcf403-a558-4c1c-aa8a-d700e3d50679
relation.isAuthorOfPublication5cbcf403-a558-4c1c-aa8a-d700e3d50679
relation.isAuthorOfPublication.latestForDiscovery5cbcf403-a558-4c1c-aa8a-d700e3d50679
upenn.schoolDepartmentCenterMachine Programming
Files
Original bundle
Now showing 1 - 1 of 1
Thumbnail Image
Name:
1904.03257.pdf
Size:
73.44 KB
Format:
Adobe Portable Document Format
Download
Collection
Presentations