Feature Engineering with Hamilton: Write Once Run Everywhere
schedule
Wednesday, October 11, 3:45pm - 4:10pm (EDT)
south_america expand_more Time shown in-04:00 America, New York
- (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, 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, 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, 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, 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)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, Casablanca
- (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)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, 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, Cairo
- (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, Almaty
- (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, Qostanay
- (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, Bishkek
- (GMT+06:00)Asia, Dhaka
- (GMT+06:00)Asia, Omsk
- (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, 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
Your search did not return any results.
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.