Fast, Fresh Data for AI at Scale with the Hopsworks Feature Store

schedule

Tuesday, October 12, 12:20pm - 12:50pm (EDT)

south_america expand_more Time shown in-05:00 America, New York
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24h

  • (GMT-11:00)Pacific, Midway
  • (GMT-11:00)Pacific, Niue
  • (GMT-11:00)Pacific, Pago Pago
  • (GMT-10:00)America, Adak
  • (GMT-10:00)Pacific, Honolulu
  • (GMT-10:00)Pacific, Rarotonga
  • (GMT-10:00)Pacific, Tahiti
  • (GMT-09:30)Pacific, Marquesas
  • (GMT-09:00)America, Anchorage
  • (GMT-09:00)America, Juneau
  • (GMT-09:00)America, Metlakatla
  • (GMT-09:00)America, Nome
  • (GMT-09:00)America, Sitka
  • (GMT-09:00)America, Yakutat
  • (GMT-09:00)Pacific, Gambier
  • (GMT-08:00)America, Los Angeles
  • (GMT-08:00)America, Tijuana
  • (GMT-08:00)America, Vancouver
  • (GMT-08:00)Pacific, Pitcairn
  • (GMT-07:00)America, Boise
  • (GMT-07:00)America, Cambridge Bay
  • (GMT-07:00)America, Chihuahua
  • (GMT-07:00)America, Creston
  • (GMT-07:00)America, Dawson
  • (GMT-07:00)America, Dawson Creek
  • (GMT-07:00)America, Denver
  • (GMT-07:00)America, Edmonton
  • (GMT-07:00)America, Fort Nelson
  • (GMT-07:00)America, Hermosillo
  • (GMT-07:00)America, Inuvik
  • (GMT-07:00)America, Mazatlan
  • (GMT-07:00)America, Ojinaga
  • (GMT-07:00)America, Phoenix
  • (GMT-07:00)America, Whitehorse
  • (GMT-07:00)America, Yellowknife
  • (GMT-06:00)America, Bahia Banderas
  • (GMT-06:00)America, Belize
  • (GMT-06:00)America, Chicago
  • (GMT-06:00)America, Costa Rica
  • (GMT-06:00)America, El Salvador
  • (GMT-06:00)America, Guatemala
  • (GMT-06:00)America, Indiana, Knox
  • (GMT-06:00)America, Indiana, Tell City
  • (GMT-06:00)America, Managua
  • (GMT-06:00)America, Matamoros
  • (GMT-06:00)America, Menominee
  • (GMT-06:00)America, Merida
  • (GMT-06:00)America, Mexico City
  • (GMT-06:00)America, Monterrey
  • (GMT-06:00)America, North Dakota, Beulah
  • (GMT-06:00)America, North Dakota, Center
  • (GMT-06:00)America, North Dakota, New Salem
  • (GMT-06:00)America, Rainy River
  • (GMT-06:00)America, Rankin Inlet
  • (GMT-06:00)America, Regina
  • (GMT-06:00)America, Resolute
  • (GMT-06:00)America, Swift Current
  • (GMT-06:00)America, Tegucigalpa
  • (GMT-06:00)America, Winnipeg
  • (GMT-06:00)Pacific, Galapagos
  • (GMT-05:00)America, Atikokan
  • (GMT-05:00)America, Bogota
  • (GMT-05:00)America, Cancun
  • (GMT-05:00)America, Cayman
  • (GMT-05:00)America, Detroit
  • (GMT-05:00)America, Eirunepe
  • (GMT-05:00)America, Grand Turk
  • (GMT-05:00)America, Guayaquil
  • (GMT-05:00)America, Havana
  • (GMT-05:00)America, Indiana, Indianapolis
  • (GMT-05:00)America, Indiana, Marengo
  • (GMT-05:00)America, Indiana, Petersburg
  • (GMT-05:00)America, Indiana, Vevay
  • (GMT-05:00)America, Indiana, Vincennes
  • (GMT-05:00)America, Indiana, Winamac
  • (GMT-05:00)America, Iqaluit
  • (GMT-05:00)America, Jamaica
  • (GMT-05:00)America, Kentucky, Louisville
  • (GMT-05:00)America, Kentucky, Monticello
  • (GMT-05:00)America, Lima
  • (GMT-05:00)America, Nassau
  • (GMT-05:00)America, New York
  • (GMT-05:00)America, Nipigon
  • (GMT-05:00)America, Panama
  • (GMT-05:00)America, Pangnirtung
  • (GMT-05:00)America, Port-au-Prince
  • (GMT-05:00)America, Rio Branco
  • (GMT-05:00)America, Thunder Bay
  • (GMT-05:00)America, Toronto
  • (GMT-05:00)Pacific, Easter
  • (GMT-04:00)America, Anguilla
  • (GMT-04:00)America, Antigua
  • (GMT-04:00)America, Aruba
  • (GMT-04:00)America, Barbados
  • (GMT-04:00)America, Blanc-Sablon
  • (GMT-04:00)America, Boa Vista
  • (GMT-04:00)America, Campo Grande
  • (GMT-04:00)America, Caracas
  • (GMT-04:00)America, Cuiaba
  • (GMT-04:00)America, Curacao
  • (GMT-04:00)America, Dominica
  • (GMT-04:00)America, Glace Bay
  • (GMT-04:00)America, Goose Bay
  • (GMT-04:00)America, Grenada
  • (GMT-04:00)America, Guadeloupe
  • (GMT-04:00)America, Guyana
  • (GMT-04:00)America, Halifax
  • (GMT-04:00)America, Kralendijk
  • (GMT-04:00)America, La Paz
  • (GMT-04:00)America, Lower Princes
  • (GMT-04:00)America, Manaus
  • (GMT-04:00)America, Marigot
  • (GMT-04:00)America, Martinique
  • (GMT-04:00)America, Moncton
  • (GMT-04:00)America, Montserrat
  • (GMT-04:00)America, Port of Spain
  • (GMT-04:00)America, Porto Velho
  • (GMT-04:00)America, Puerto Rico
  • (GMT-04:00)America, Santo Domingo
  • (GMT-04:00)America, St Barthelemy
  • (GMT-04:00)America, St Kitts
  • (GMT-04:00)America, St Lucia
  • (GMT-04:00)America, St Thomas
  • (GMT-04:00)America, St Vincent
  • (GMT-04:00)America, Thule
  • (GMT-04:00)America, Tortola
  • (GMT-04:00)Atlantic, Bermuda
  • (GMT-03:30)America, St Johns
  • (GMT-03:00)America, Araguaina
  • (GMT-03:00)America, Argentina, Buenos Aires
  • (GMT-03:00)America, Argentina, Catamarca
  • (GMT-03:00)America, Argentina, Cordoba
  • (GMT-03:00)America, Argentina, Jujuy
  • (GMT-03:00)America, Argentina, La Rioja
  • (GMT-03:00)America, Argentina, Mendoza
  • (GMT-03:00)America, Argentina, Rio Gallegos
  • (GMT-03:00)America, Argentina, Salta
  • (GMT-03:00)America, Argentina, San Juan
  • (GMT-03:00)America, Argentina, San Luis
  • (GMT-03:00)America, Argentina, Tucuman
  • (GMT-03:00)America, Argentina, Ushuaia
  • (GMT-03:00)America, Asuncion
  • (GMT-03:00)America, Bahia
  • (GMT-03:00)America, Belem
  • (GMT-03:00)America, Cayenne
  • (GMT-03:00)America, Fortaleza
  • (GMT-03:00)America, Maceio
  • (GMT-03:00)America, Miquelon
  • (GMT-03:00)America, Montevideo
  • (GMT-03:00)America, Nuuk
  • (GMT-03:00)America, Paramaribo
  • (GMT-03:00)America, Punta Arenas
  • (GMT-03:00)America, Recife
  • (GMT-03:00)America, Santarem
  • (GMT-03:00)America, Santiago
  • (GMT-03:00)America, Sao Paulo
  • (GMT-03:00)Antarctica, Palmer
  • (GMT-03:00)Antarctica, Rothera
  • (GMT-03:00)Atlantic, Stanley
  • (GMT-02:00)America, Noronha
  • (GMT-02:00)Atlantic, South Georgia
  • (GMT-01:00)America, Scoresbysund
  • (GMT-01:00)Atlantic, Azores
  • (GMT-01:00)Atlantic, Cape Verde
  • (GMT+00:00)Africa, Abidjan
  • (GMT+00:00)Africa, Accra
  • (GMT+00:00)Africa, Bamako
  • (GMT+00:00)Africa, Banjul
  • (GMT+00:00)Africa, Bissau
  • (GMT+00:00)Africa, Conakry
  • (GMT+00:00)Africa, Dakar
  • (GMT+00:00)Africa, Freetown
  • (GMT+00:00)Africa, Lome
  • (GMT+00:00)Africa, Monrovia
  • (GMT+00:00)Africa, Nouakchott
  • (GMT+00:00)Africa, Ouagadougou
  • (GMT+00:00)Africa, Sao Tome
  • (GMT+00:00)America, Danmarkshavn
  • (GMT+00:00)Antarctica, Troll
  • (GMT+00:00)Atlantic, Canary
  • (GMT+00:00)Atlantic, Faroe
  • (GMT+00:00)Atlantic, Madeira
  • (GMT+00:00)Atlantic, Reykjavik
  • (GMT+00:00)Atlantic, St Helena
  • (GMT+00:00)Europe, Dublin
  • (GMT+00:00)Europe, Guernsey
  • (GMT+00:00)Europe, Isle of Man
  • (GMT+00:00)Europe, Jersey
  • (GMT+00:00)Europe, Lisbon
  • (GMT+00:00)Europe, London
  • (GMT+00:00)UTC
  • (GMT+01:00)Africa, Algiers
  • (GMT+01:00)Africa, Bangui
  • (GMT+01:00)Africa, Brazzaville
  • (GMT+01:00)Africa, Casablanca
  • (GMT+01:00)Africa, Ceuta
  • (GMT+01:00)Africa, Douala
  • (GMT+01:00)Africa, El Aaiun
  • (GMT+01:00)Africa, Kinshasa
  • (GMT+01:00)Africa, Lagos
  • (GMT+01:00)Africa, Libreville
  • (GMT+01:00)Africa, Luanda
  • (GMT+01:00)Africa, Malabo
  • (GMT+01:00)Africa, Ndjamena
  • (GMT+01:00)Africa, Niamey
  • (GMT+01:00)Africa, Porto-Novo
  • (GMT+01:00)Africa, Tunis
  • (GMT+01:00)Arctic, Longyearbyen
  • (GMT+01:00)Europe, Amsterdam
  • (GMT+01:00)Europe, Andorra
  • (GMT+01:00)Europe, Belgrade
  • (GMT+01:00)Europe, Berlin
  • (GMT+01:00)Europe, Bratislava
  • (GMT+01:00)Europe, Brussels
  • (GMT+01:00)Europe, Budapest
  • (GMT+01:00)Europe, Busingen
  • (GMT+01:00)Europe, Copenhagen
  • (GMT+01:00)Europe, Gibraltar
  • (GMT+01:00)Europe, Ljubljana
  • (GMT+01:00)Europe, Luxembourg
  • (GMT+01:00)Europe, Madrid
  • (GMT+01:00)Europe, Malta
  • (GMT+01:00)Europe, Monaco
  • (GMT+01:00)Europe, Oslo
  • (GMT+01:00)Europe, Paris
  • (GMT+01:00)Europe, Podgorica
  • (GMT+01:00)Europe, Prague
  • (GMT+01:00)Europe, Rome
  • (GMT+01:00)Europe, San Marino
  • (GMT+01:00)Europe, Sarajevo
  • (GMT+01:00)Europe, Skopje
  • (GMT+01:00)Europe, Stockholm
  • (GMT+01:00)Europe, Tirane
  • (GMT+01:00)Europe, Vaduz
  • (GMT+01:00)Europe, Vatican
  • (GMT+01:00)Europe, Vienna
  • (GMT+01:00)Europe, Warsaw
  • (GMT+01:00)Europe, Zagreb
  • (GMT+01:00)Europe, Zurich
  • (GMT+02:00)Africa, Blantyre
  • (GMT+02:00)Africa, Bujumbura
  • (GMT+02:00)Africa, Cairo
  • (GMT+02:00)Africa, Gaborone
  • (GMT+02:00)Africa, Harare
  • (GMT+02:00)Africa, Johannesburg
  • (GMT+02:00)Africa, Khartoum
  • (GMT+02:00)Africa, Kigali
  • (GMT+02:00)Africa, Lubumbashi
  • (GMT+02:00)Africa, Lusaka
  • (GMT+02:00)Africa, Maputo
  • (GMT+02:00)Africa, Maseru
  • (GMT+02:00)Africa, Mbabane
  • (GMT+02:00)Africa, Tripoli
  • (GMT+02:00)Africa, Windhoek
  • (GMT+02:00)Asia, Amman
  • (GMT+02:00)Asia, Beirut
  • (GMT+02:00)Asia, Damascus
  • (GMT+02:00)Asia, Famagusta
  • (GMT+02:00)Asia, Gaza
  • (GMT+02:00)Asia, Hebron
  • (GMT+02:00)Asia, Jerusalem
  • (GMT+02:00)Asia, Nicosia
  • (GMT+02:00)Europe, Athens
  • (GMT+02:00)Europe, Bucharest
  • (GMT+02:00)Europe, Chisinau
  • (GMT+02:00)Europe, Helsinki
  • (GMT+02:00)Europe, Kaliningrad
  • (GMT+02:00)Europe, Kiev
  • (GMT+02:00)Europe, Mariehamn
  • (GMT+02:00)Europe, Riga
  • (GMT+02:00)Europe, Sofia
  • (GMT+02:00)Europe, Tallinn
  • (GMT+02:00)Europe, Uzhgorod
  • (GMT+02:00)Europe, Vilnius
  • (GMT+02:00)Europe, Zaporozhye
  • (GMT+03:00)Africa, Addis Ababa
  • (GMT+03:00)Africa, Asmara
  • (GMT+03:00)Africa, Dar es Salaam
  • (GMT+03:00)Africa, Djibouti
  • (GMT+03:00)Africa, Juba
  • (GMT+03:00)Africa, Kampala
  • (GMT+03:00)Africa, Mogadishu
  • (GMT+03:00)Africa, Nairobi
  • (GMT+03:00)Antarctica, Syowa
  • (GMT+03:00)Asia, Aden
  • (GMT+03:00)Asia, Baghdad
  • (GMT+03:00)Asia, Bahrain
  • (GMT+03:00)Asia, Kuwait
  • (GMT+03:00)Asia, Qatar
  • (GMT+03:00)Asia, Riyadh
  • (GMT+03:00)Europe, Istanbul
  • (GMT+03:00)Europe, Kirov
  • (GMT+03:00)Europe, Minsk
  • (GMT+03:00)Europe, Moscow
  • (GMT+03:00)Europe, Simferopol
  • (GMT+03:00)Indian, Antananarivo
  • (GMT+03:00)Indian, Comoro
  • (GMT+03:00)Indian, Mayotte
  • (GMT+03:30)Asia, Tehran
  • (GMT+04:00)Asia, Baku
  • (GMT+04:00)Asia, Dubai
  • (GMT+04:00)Asia, Muscat
  • (GMT+04:00)Asia, Tbilisi
  • (GMT+04:00)Asia, Yerevan
  • (GMT+04:00)Europe, Astrakhan
  • (GMT+04:00)Europe, Samara
  • (GMT+04:00)Europe, Saratov
  • (GMT+04:00)Europe, Ulyanovsk
  • (GMT+04:00)Europe, Volgograd
  • (GMT+04:00)Indian, Mahe
  • (GMT+04:00)Indian, Mauritius
  • (GMT+04:00)Indian, Reunion
  • (GMT+04:30)Asia, Kabul
  • (GMT+05:00)Antarctica, Mawson
  • (GMT+05:00)Asia, Aqtau
  • (GMT+05:00)Asia, Aqtobe
  • (GMT+05:00)Asia, Ashgabat
  • (GMT+05:00)Asia, Atyrau
  • (GMT+05:00)Asia, Dushanbe
  • (GMT+05:00)Asia, Karachi
  • (GMT+05:00)Asia, Oral
  • (GMT+05:00)Asia, Qyzylorda
  • (GMT+05:00)Asia, Samarkand
  • (GMT+05:00)Asia, Tashkent
  • (GMT+05:00)Asia, Yekaterinburg
  • (GMT+05:00)Indian, Kerguelen
  • (GMT+05:00)Indian, Maldives
  • (GMT+05:30)Asia, Colombo
  • (GMT+05:30)Asia, Kolkata
  • (GMT+05:45)Asia, Kathmandu
  • (GMT+06:00)Antarctica, Vostok
  • (GMT+06:00)Asia, Almaty
  • (GMT+06:00)Asia, Bishkek
  • (GMT+06:00)Asia, Dhaka
  • (GMT+06:00)Asia, Omsk
  • (GMT+06:00)Asia, Qostanay
  • (GMT+06:00)Asia, Thimphu
  • (GMT+06:00)Asia, Urumqi
  • (GMT+06:00)Indian, Chagos
  • (GMT+06:30)Asia, Yangon
  • (GMT+06:30)Indian, Cocos
  • (GMT+07:00)Antarctica, Davis
  • (GMT+07:00)Asia, Bangkok
  • (GMT+07:00)Asia, Barnaul
  • (GMT+07:00)Asia, Ho Chi Minh
  • (GMT+07:00)Asia, Hovd
  • (GMT+07:00)Asia, Jakarta
  • (GMT+07:00)Asia, Krasnoyarsk
  • (GMT+07:00)Asia, Novokuznetsk
  • (GMT+07:00)Asia, Novosibirsk
  • (GMT+07:00)Asia, Phnom Penh
  • (GMT+07:00)Asia, Pontianak
  • (GMT+07:00)Asia, Tomsk
  • (GMT+07:00)Asia, Vientiane
  • (GMT+07:00)Indian, Christmas
  • (GMT+08:00)Antarctica, Casey
  • (GMT+08:00)Asia, Brunei
  • (GMT+08:00)Asia, Choibalsan
  • (GMT+08:00)Asia, Hong Kong
  • (GMT+08:00)Asia, Irkutsk
  • (GMT+08:00)Asia, Kuala Lumpur
  • (GMT+08:00)Asia, Kuching
  • (GMT+08:00)Asia, Macau
  • (GMT+08:00)Asia, Makassar
  • (GMT+08:00)Asia, Manila
  • (GMT+08:00)Asia, Shanghai
  • (GMT+08:00)Asia, Singapore
  • (GMT+08:00)Asia, Taipei
  • (GMT+08:00)Asia, Ulaanbaatar
  • (GMT+08:00)Australia, Perth
  • (GMT+08:45)Australia, Eucla
  • (GMT+09:00)Asia, Chita
  • (GMT+09:00)Asia, Dili
  • (GMT+09:00)Asia, Jayapura
  • (GMT+09:00)Asia, Khandyga
  • (GMT+09:00)Asia, Pyongyang
  • (GMT+09:00)Asia, Seoul
  • (GMT+09:00)Asia, Tokyo
  • (GMT+09:00)Asia, Yakutsk
  • (GMT+09:00)Pacific, Palau
  • (GMT+09:30)Australia, Darwin
  • (GMT+10:00)Antarctica, DumontDUrville
  • (GMT+10:00)Asia, Ust-Nera
  • (GMT+10:00)Asia, Vladivostok
  • (GMT+10:00)Australia, Brisbane
  • (GMT+10:00)Australia, Lindeman
  • (GMT+10:00)Pacific, Chuuk
  • (GMT+10:00)Pacific, Guam
  • (GMT+10:00)Pacific, Port Moresby
  • (GMT+10:00)Pacific, Saipan
  • (GMT+10:30)Australia, Adelaide
  • (GMT+10:30)Australia, Broken Hill
  • (GMT+11:00)Antarctica, Macquarie
  • (GMT+11:00)Asia, Magadan
  • (GMT+11:00)Asia, Sakhalin
  • (GMT+11:00)Asia, Srednekolymsk
  • (GMT+11:00)Australia, Currie
  • (GMT+11:00)Australia, Hobart
  • (GMT+11:00)Australia, Lord Howe
  • (GMT+11:00)Australia, Melbourne
  • (GMT+11:00)Australia, Sydney
  • (GMT+11:00)Pacific, Bougainville
  • (GMT+11:00)Pacific, Efate
  • (GMT+11:00)Pacific, Guadalcanal
  • (GMT+11:00)Pacific, Kosrae
  • (GMT+11:00)Pacific, Noumea
  • (GMT+11:00)Pacific, Pohnpei
  • (GMT+12:00)Asia, Anadyr
  • (GMT+12:00)Asia, Kamchatka
  • (GMT+12:00)Pacific, Funafuti
  • (GMT+12:00)Pacific, Kwajalein
  • (GMT+12:00)Pacific, Majuro
  • (GMT+12:00)Pacific, Nauru
  • (GMT+12:00)Pacific, Norfolk
  • (GMT+12:00)Pacific, Tarawa
  • (GMT+12:00)Pacific, Wake
  • (GMT+12:00)Pacific, Wallis
  • (GMT+13:00)Antarctica, McMurdo
  • (GMT+13:00)Pacific, Auckland
  • (GMT+13:00)Pacific, Enderbury
  • (GMT+13:00)Pacific, Fakaofo
  • (GMT+13:00)Pacific, Fiji
  • (GMT+13:00)Pacific, Tongatapu
  • (GMT+13:45)Pacific, Chatham
  • (GMT+14:00)Pacific, Apia
  • (GMT+14:00)Pacific, Kiritimati

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    Add to Calendar 2021/10/12 09:20:00 2021/10/12 09:50:00 America/Los_Angeles Fast, Fresh Data for AI at Scale with the Hopsworks Feature Store This presentation is part of the Feature Store Summit.
    ---
    The value of a Feature Store lies in the reduced time to production for new ML models. This talk will focus on how to leverage the Hopsworks Feature Store to compute and ingest features and make them available to operational models making real-time predictions, with low latency and preventing inconsistency between the training and serving features.

    To do this at scale we leverage four pillars: Accessibility through a range of environments like Spark, Python, SQL and Flink. A scale out metadata layer to discover, govern, quality assure and reuse features. A scalable and reliable ingestion engine to guarantee feature freshness and consistency. And RonDB, the world’s fastest key-value store backing not only the Online Feature Store but also handling all metadata generated within Hopsworks.
    https://us02web.zoom.us/j/84897688570 false MM/DD/YYYY 30 OPAQUE apQfLtmRnzOiFbgoNmal132273

    You’re interested in “Fast, Fresh Data for AI at Scale with the Hopsworks Feature Store”.

    We've sent a confirmation email to your email address. Be sure to check your junk folder in case you haven’t received the confirmation.

    Add to Calendar 2021/10/12 09:20:00 2021/10/12 09:50:00 America/Los_Angeles Fast, Fresh Data for AI at Scale with the Hopsworks Feature Store This presentation is part of the Feature Store Summit.
    ---
    The value of a Feature Store lies in the reduced time to production for new ML models. This talk will focus on how to leverage the Hopsworks Feature Store to compute and ingest features and make them available to operational models making real-time predictions, with low latency and preventing inconsistency between the training and serving features.

    To do this at scale we leverage four pillars: Accessibility through a range of environments like Spark, Python, SQL and Flink. A scale out metadata layer to discover, govern, quality assure and reuse features. A scalable and reliable ingestion engine to guarantee feature freshness and consistency. And RonDB, the world’s fastest key-value store backing not only the Online Feature Store but also handling all metadata generated within Hopsworks.
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