Stop Blaming the Algorithm: It’s Your Feature Store! - A guide to Monitoring your Feature Store

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Wednesday, October 11, 2:55pm - 3:20pm (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)Pacific, Honolulu
  • (GMT-10:00)Pacific, Rarotonga
  • (GMT-10:00)Pacific, Tahiti
  • (GMT-09:30)Pacific, Marquesas
  • (GMT-09:00)America, Adak
  • (GMT-09:00)Pacific, Gambier
  • (GMT-08:00)America, Anchorage
  • (GMT-08:00)America, Juneau
  • (GMT-08:00)America, Metlakatla
  • (GMT-08:00)America, Nome
  • (GMT-08:00)America, Sitka
  • (GMT-08:00)America, Yakutat
  • (GMT-08:00)Pacific, Pitcairn
  • (GMT-07:00)America, Creston
  • (GMT-07:00)America, Dawson
  • (GMT-07:00)America, Dawson Creek
  • (GMT-07:00)America, Fort Nelson
  • (GMT-07:00)America, Hermosillo
  • (GMT-07:00)America, Los Angeles
  • (GMT-07:00)America, Mazatlan
  • (GMT-07:00)America, Phoenix
  • (GMT-07:00)America, Tijuana
  • (GMT-07:00)America, Vancouver
  • (GMT-07:00)America, Whitehorse
  • (GMT-06:00)America, Bahia Banderas
  • (GMT-06:00)America, Belize
  • (GMT-06:00)America, Boise
  • (GMT-06:00)America, Cambridge Bay
  • (GMT-06:00)America, Chihuahua
  • (GMT-06:00)America, Ciudad Juarez
  • (GMT-06:00)America, Costa Rica
  • (GMT-06:00)America, Denver
  • (GMT-06:00)America, Edmonton
  • (GMT-06:00)America, El Salvador
  • (GMT-06:00)America, Guatemala
  • (GMT-06:00)America, Inuvik
  • (GMT-06:00)America, Managua
  • (GMT-06:00)America, Merida
  • (GMT-06:00)America, Mexico City
  • (GMT-06:00)America, Monterrey
  • (GMT-06:00)America, Regina
  • (GMT-06:00)America, Swift Current
  • (GMT-06:00)America, Tegucigalpa
  • (GMT-06:00)Pacific, Easter
  • (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, Chicago
  • (GMT-05:00)America, Eirunepe
  • (GMT-05:00)America, Guayaquil
  • (GMT-05:00)America, Indiana, Knox
  • (GMT-05:00)America, Indiana, Tell City
  • (GMT-05:00)America, Jamaica
  • (GMT-05:00)America, Lima
  • (GMT-05:00)America, Matamoros
  • (GMT-05:00)America, Menominee
  • (GMT-05:00)America, North Dakota, Beulah
  • (GMT-05:00)America, North Dakota, Center
  • (GMT-05:00)America, North Dakota, New Salem
  • (GMT-05:00)America, Ojinaga
  • (GMT-05:00)America, Panama
  • (GMT-05:00)America, Rankin Inlet
  • (GMT-05:00)America, Resolute
  • (GMT-05:00)America, Rio Branco
  • (GMT-05:00)America, Winnipeg
  • (GMT-04:00)America, Anguilla
  • (GMT-04:00)America, Antigua
  • (GMT-04:00)America, Aruba
  • (GMT-04:00)America, Asuncion
  • (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, Detroit
  • (GMT-04:00)America, Dominica
  • (GMT-04:00)America, Grand Turk
  • (GMT-04:00)America, Grenada
  • (GMT-04:00)America, Guadeloupe
  • (GMT-04:00)America, Guyana
  • (GMT-04:00)America, Havana
  • (GMT-04:00)America, Indiana, Indianapolis
  • (GMT-04:00)America, Indiana, Marengo
  • (GMT-04:00)America, Indiana, Petersburg
  • (GMT-04:00)America, Indiana, Vevay
  • (GMT-04:00)America, Indiana, Vincennes
  • (GMT-04:00)America, Indiana, Winamac
  • (GMT-04:00)America, Iqaluit
  • (GMT-04:00)America, Kentucky, Louisville
  • (GMT-04:00)America, Kentucky, Monticello
  • (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, Montserrat
  • (GMT-04:00)America, Nassau
  • (GMT-04:00)America, New York
  • (GMT-04:00)America, Port of Spain
  • (GMT-04:00)America, Port-au-Prince
  • (GMT-04:00)America, Porto Velho
  • (GMT-04:00)America, Puerto Rico
  • (GMT-04:00)America, Santiago
  • (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, Toronto
  • (GMT-04:00)America, Tortola
  • (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, Bahia
  • (GMT-03:00)America, Belem
  • (GMT-03:00)America, Cayenne
  • (GMT-03:00)America, Fortaleza
  • (GMT-03:00)America, Glace Bay
  • (GMT-03:00)America, Goose Bay
  • (GMT-03:00)America, Halifax
  • (GMT-03:00)America, Maceio
  • (GMT-03:00)America, Moncton
  • (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, Sao Paulo
  • (GMT-03:00)America, Thule
  • (GMT-03:00)Antarctica, Palmer
  • (GMT-03:00)Antarctica, Rothera
  • (GMT-03:00)Atlantic, Bermuda
  • (GMT-03:00)Atlantic, Stanley
  • (GMT-02:30)America, St Johns
  • (GMT-02:00)America, Miquelon
  • (GMT-02:00)America, Noronha
  • (GMT-02:00)Atlantic, South Georgia
  • (GMT-01:00)America, Nuuk
  • (GMT-01:00)America, Scoresbysund
  • (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, Casablanca
  • (GMT+00:00)Africa, Conakry
  • (GMT+00:00)Africa, Dakar
  • (GMT+00:00)Africa, El Aaiun
  • (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)Atlantic, Azores
  • (GMT+00:00)Atlantic, Reykjavik
  • (GMT+00:00)Atlantic, St Helena
  • (GMT+00:00)UTC
  • (GMT+01:00)Africa, Algiers
  • (GMT+01:00)Africa, Bangui
  • (GMT+01:00)Africa, Brazzaville
  • (GMT+01:00)Africa, Douala
  • (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)Atlantic, Canary
  • (GMT+01:00)Atlantic, Faroe
  • (GMT+01:00)Atlantic, Madeira
  • (GMT+01:00)Europe, Dublin
  • (GMT+01:00)Europe, Guernsey
  • (GMT+01:00)Europe, Isle of Man
  • (GMT+01:00)Europe, Jersey
  • (GMT+01:00)Europe, Lisbon
  • (GMT+01:00)Europe, London
  • (GMT+02:00)Africa, Blantyre
  • (GMT+02:00)Africa, Bujumbura
  • (GMT+02:00)Africa, Cairo
  • (GMT+02:00)Africa, Ceuta
  • (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)Antarctica, Troll
  • (GMT+02:00)Arctic, Longyearbyen
  • (GMT+02:00)Europe, Amsterdam
  • (GMT+02:00)Europe, Andorra
  • (GMT+02:00)Europe, Belgrade
  • (GMT+02:00)Europe, Berlin
  • (GMT+02:00)Europe, Bratislava
  • (GMT+02:00)Europe, Brussels
  • (GMT+02:00)Europe, Budapest
  • (GMT+02:00)Europe, Busingen
  • (GMT+02:00)Europe, Copenhagen
  • (GMT+02:00)Europe, Gibraltar
  • (GMT+02:00)Europe, Kaliningrad
  • (GMT+02:00)Europe, Ljubljana
  • (GMT+02:00)Europe, Luxembourg
  • (GMT+02:00)Europe, Madrid
  • (GMT+02:00)Europe, Malta
  • (GMT+02:00)Europe, Monaco
  • (GMT+02:00)Europe, Oslo
  • (GMT+02:00)Europe, Paris
  • (GMT+02:00)Europe, Podgorica
  • (GMT+02:00)Europe, Prague
  • (GMT+02:00)Europe, Rome
  • (GMT+02:00)Europe, San Marino
  • (GMT+02:00)Europe, Sarajevo
  • (GMT+02:00)Europe, Skopje
  • (GMT+02:00)Europe, Stockholm
  • (GMT+02:00)Europe, Tirane
  • (GMT+02:00)Europe, Vaduz
  • (GMT+02:00)Europe, Vatican
  • (GMT+02:00)Europe, Vienna
  • (GMT+02:00)Europe, Warsaw
  • (GMT+02:00)Europe, Zagreb
  • (GMT+02:00)Europe, Zurich
  • (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, Beirut
  • (GMT+03:00)Asia, Damascus
  • (GMT+03:00)Asia, Famagusta
  • (GMT+03:00)Asia, Gaza
  • (GMT+03:00)Asia, Hebron
  • (GMT+03:00)Asia, Jerusalem
  • (GMT+03:00)Asia, Kuwait
  • (GMT+03:00)Asia, Nicosia
  • (GMT+03:00)Asia, Qatar
  • (GMT+03:00)Asia, Riyadh
  • (GMT+03:00)Europe, Athens
  • (GMT+03:00)Europe, Bucharest
  • (GMT+03:00)Europe, Chisinau
  • (GMT+03:00)Europe, Helsinki
  • (GMT+03:00)Europe, Istanbul
  • (GMT+03:00)Europe, Kirov
  • (GMT+03:00)Europe, Kyiv
  • (GMT+03:00)Europe, Mariehamn
  • (GMT+03:00)Europe, Minsk
  • (GMT+03:00)Europe, Moscow
  • (GMT+03:00)Europe, Riga
  • (GMT+03:00)Europe, Simferopol
  • (GMT+03:00)Europe, Sofia
  • (GMT+03:00)Europe, Tallinn
  • (GMT+03:00)Europe, Vilnius
  • (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, Adelaide
  • (GMT+09:30)Australia, Broken Hill
  • (GMT+09:30)Australia, Darwin
  • (GMT+10:00)Antarctica, DumontDUrville
  • (GMT+10:00)Antarctica, Macquarie
  • (GMT+10:00)Asia, Ust-Nera
  • (GMT+10:00)Asia, Vladivostok
  • (GMT+10:00)Australia, Brisbane
  • (GMT+10:00)Australia, Hobart
  • (GMT+10:00)Australia, Lindeman
  • (GMT+10:00)Australia, Melbourne
  • (GMT+10:00)Australia, Sydney
  • (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, Lord Howe
  • (GMT+11:00)Asia, Magadan
  • (GMT+11:00)Asia, Sakhalin
  • (GMT+11:00)Asia, Srednekolymsk
  • (GMT+11:00)Pacific, Bougainville
  • (GMT+11:00)Pacific, Efate
  • (GMT+11:00)Pacific, Guadalcanal
  • (GMT+11:00)Pacific, Kosrae
  • (GMT+11:00)Pacific, Norfolk
  • (GMT+11:00)Pacific, Noumea
  • (GMT+11:00)Pacific, Pohnpei
  • (GMT+12:00)Antarctica, McMurdo
  • (GMT+12:00)Asia, Anadyr
  • (GMT+12:00)Asia, Kamchatka
  • (GMT+12:00)Pacific, Auckland
  • (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, Tarawa
  • (GMT+12:00)Pacific, Wake
  • (GMT+12:00)Pacific, Wallis
  • (GMT+12:45)Pacific, Chatham
  • (GMT+13:00)Pacific, Apia
  • (GMT+13:00)Pacific, Fakaofo
  • (GMT+13:00)Pacific, Kanton
  • (GMT+13:00)Pacific, Tongatapu
  • (GMT+14:00)Pacific, Kiritimati

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    Speaker: Claire Longo

    Feature stores can fail silently, breaking models downstream that depend on the feature data. Over and over we see the root cause of model issues in production can be traced back to the data itself, not the model. By applying data monitoring to the feature store, practitioners can automatically catch data issues like missing values, change in data format or unexpected values (change in data cardinality), and data drift upstream before the models are impacted. In this presentation, you’ll learn how to get to the root cause of issues before they impact model performance, and we'll share advice on what should be monitored and where across your feature store and model infrastructure. Claire Longo, Head of MLOps Solutions Engineering, will cover implementation of data quality monitors, data drift monitors, and more.

    Add to Calendar 2023/10/11 11:55:00 2023/10/11 12:20:00 America/Los_Angeles Stop Blaming the Algorithm: It’s Your Feature Store! - A guide to Monitoring your Feature Store Speaker: Claire Longo

    Feature stores can fail silently, breaking models downstream that depend on the feature data. Over and over we see the root cause of model issues in production can be traced back to the data itself, not the model. By applying data monitoring to the feature store, practitioners can automatically catch data issues like missing values, change in data format or unexpected values (change in data cardinality), and data drift upstream before the models are impacted. In this presentation, you’ll learn how to get to the root cause of issues before they impact model performance, and we'll share advice on what should be monitored and where across your feature store and model infrastructure. Claire Longo, Head of MLOps Solutions Engineering, will cover implementation of data quality monitors, data drift monitors, and more.
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