Feature Engineering with Hamilton: Write Once Run Everywhere

schedule

Wednesday, October 11, 3:45pm - 4:10pm (EDT)

south_america expand_more Time shown in-05:00 America, New York
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am/pm

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: Elijah ben Izzy

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    Add to Calendar 2023/10/11 12:45:00 2023/10/11 13:10:00 America/Los_Angeles Feature Engineering with Hamilton: Write Once Run Everywhere Speaker: Elijah ben Izzy

    Write Once, Run Everywhere Most data transformations are written twice. In the field of feature engineering for Machine Learning, data scientists regularly have to build, manage, and iterate on batch jobs, then translate those jobs to a service setting to load data and make fresh predictions. At best, this process is an engineering headache. At worst, this can result in difficult-to-detect deltas between training and inference, complex code, and highly bespoke infrastructure. In this talk we discuss Hamilton, a lightweight open-source framework in python that enables data practitioners to cleanly and portably define dataflows. Hamilton places no restrictions on the nature of transformations, allowing data scientists to use their favorite python libraries. With Hamilton, you can run the same code in your airflow DAG for training as you would in your fastAPI service for inference, and get the same result.
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