The Logical Feature Store: Managing Data for ML

schedule

Wednesday, October 11, 1:45pm - 2:15pm (EDT)

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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, Ciudad Juarez
  • (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, Phoenix
  • (GMT-07:00)America, Whitehorse
  • (GMT-06:00)America, Bahia Banderas
  • (GMT-06:00)America, Belize
  • (GMT-06:00)America, Chicago
  • (GMT-06:00)America, Chihuahua
  • (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, Ojinaga
  • (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, Panama
  • (GMT-05:00)America, Port-au-Prince
  • (GMT-05:00)America, Rio Branco
  • (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, 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)America, Nuuk
  • (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, Juba
  • (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, Beirut
  • (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, Kyiv
  • (GMT+02:00)Europe, Mariehamn
  • (GMT+02:00)Europe, Riga
  • (GMT+02:00)Europe, Sofia
  • (GMT+02:00)Europe, Tallinn
  • (GMT+02:00)Europe, Vilnius
  • (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, 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, Amman
  • (GMT+03:00)Asia, Baghdad
  • (GMT+03:00)Asia, Bahrain
  • (GMT+03:00)Asia, Damascus
  • (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)Europe, Volgograd
  • (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)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)Antarctica, Vostok
  • (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)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, 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, Fiji
  • (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, Apia
  • (GMT+13:00)Pacific, Auckland
  • (GMT+13:00)Pacific, Fakaofo
  • (GMT+13:00)Pacific, Kanton
  • (GMT+13:00)Pacific, Tongatapu
  • (GMT+13:45)Pacific, Chatham
  • (GMT+14:00)Pacific, Kiritimati

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    Speaker: Georgia O’Callaghan

    Productionizing machine learning (ML) models remains a significant challenge for enterprises attempting to scale-up ML operations. As a result, many organizations can benefit from a feature store to accelerate time to production and promote feature reusability, reproducibility and reliability. However, not all organizations have the scale and ML use cases to justify implementing a fully-fledged feature store solution, or the resources to do so. Furthermore, when it comes to feature store product selection, variability across the industry and overlap with other technologies causes confusion amongst buyers. Therefore, this talk will introduce the concept of the logical feature store as a set of capabilities for managing feature data, and the typical design patterns organizations can leverage to support these capabilities.

    Add to Calendar 2023/10/11 10:45:00 2023/10/11 11:15:00 America/Los_Angeles The Logical Feature Store: Managing Data for ML Speaker: Georgia O’Callaghan

    Productionizing machine learning (ML) models remains a significant challenge for enterprises attempting to scale-up ML operations. As a result, many organizations can benefit from a feature store to accelerate time to production and promote feature reusability, reproducibility and reliability. However, not all organizations have the scale and ML use cases to justify implementing a fully-fledged feature store solution, or the resources to do so. Furthermore, when it comes to feature store product selection, variability across the industry and overlap with other technologies causes confusion amongst buyers. Therefore, this talk will introduce the concept of the logical feature store as a set of capabilities for managing feature data, and the typical design patterns organizations can leverage to support these capabilities.
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