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Sayansi ya data

Timagwira ntchito sayansi ya deta ndipo timayika nthawi ndi ndalama pakufufuza ndi chitukuko sayansi ya deta.
Ndife kampani yodziwika bwino pakupanga ndikukhazikitsa njira zothetsera mavuto mu Digital Services ndi Technology.
Timagwira ntchito ndi sayansi ya deta.
Kupanga, kukhazikitsa, kukonza, kulola makasitomala kukwaniritsa zolinga zomwe zakonzedwa kuti sayansi ya deta.
Timapanga kampani yanu molingana ndi zosowa zanu ndipo timakutsatirani ku madigiri a 360.
In Webusayiti Yapaintaneti timapanga njira zamabizinesi anu ku sayansi ya deta.
Webusayiti Yapaintaneti amapereka malangizo kwa sayansi ya deta.
Webusayiti Yapaintaneti imakhazikika pa sayansi ya deta.
Webusayiti Yapaintaneti ali luso mankhwala kwa sayansi ya deta ed Webusayiti Yapaintaneti ali ndi chidziwitso chodziwa njira za sayansi ya deta.
Webusayiti Yapaintaneti ali ndi luso laukadaulo la sayansi ya deta ndi kusamutsa chikhalidwe ku deta yaikulu ndipo koposa zonse amasamutsa zinachitikira sayansi ya deta.
Webusayiti Yapaintaneti, imagwira ntchito mu Msika waku Italiya, kupereka ntchito za sayansi ya deta m'malo otsatirawa:

Abruzzo : Aquila , Chieti , Pescara , Teramo

Basilicata : Matera , Potenza

Calabria : Catanzaro , Cosenza , Crotone , Reggio Calabria , Vibo Valentia

Campania : Avellino , Benevento , Caserta , Naples , Salerno

Emilia Romagna : Bologna , Ferrara , Forlì , Cesena , Modena , Parma , tawuni ya Piacenza, Ravenna , Reggio Emilia , Rimini

Friuli Venezia Giulia : Gorizia , Pordenone , Trieste , Udine

Lazio : Frosinone , Latina , Rieti , Rome , Viterbo

Liguria : Genoa , Imperia , Spice, Savona

Lombardy : Bergamo , Brescia , Como , Cremona , Lecco , Mantova , Milan , Pavia , Sondrio , Varese

Marichi : Ancona , Ascoli Piceno , Macerata , Chimon , Urbino

Molise : Campobaso , Isernia

Piedmont : Alessandria , Asti , Biella, Cuneo , Novara , Turin , Vercelli

Puglia : Bari , Brindisi , Foggia, Lecce , Taranto

Sardinia : Cagliari , Mpweya , Mipingo , mtima , Ogliastra, Olbia , Kachisi , Oristano , Sassari

Sicilia : agrigento , Kalitani , Catania , Enna , Messina , Palermo , Ragusa , Surakusa , Trapani , Marsala , Mazara del Vallo , pantelleria

Tuscany : Arezzo , Florence , Grosseto , Livorno , Lucca , Masa Carrara , Pisa , Pistoia , Prato , Siena

Trentino Alto Adige : Bolzano , Kupita

Umbria : Perugia , Terni

Valle d'Aosta : Aosta

Veneto : Belluno , amapemphera , Rovigo , Treviso , Venice , Verona , Vicenza

Svizzera: Lugano, Canton of Ticino, bellinzone, Locarno, mankhwala, Chiasso.

Mbiri ya sayansi ya deta ndi zaposachedwa, koma zakula mofulumira kuchokera ku maphunziro omwe analipo kale. Nazi mwachidule mbiri yakale yokhala ndi magawo ofunikira:

Mizu ndi mfundo zazikulu:

  • Ziwerengero: La sayansi ya deta imakoka maziko ake kuchokera ku ziwerengero. Njira monga kusanthula kuyambiranso, chiphunzitso cha kuthekera, ndi kuyesa kwa ziwerengero zakhala maziko ofunikira.
  • Informatics: Ukadaulo wazidziwitso wapereka zida zogwirira ntchito ndikuwongolera dati. Zilankhulo zamapulogalamu, ma aligorivimu, ndi mapangidwe dati ndi zofunika pa chitukuko cha zitsanzo ndi kusanthula m'munda sayansi ya deta.

Njira zoyamba (koyambirira kwa zaka za m'ma 900):

  • 1962: John Tukey, mu "Future of Data Analysis", akufotokoza masomphenya omwe ziwerengero ndi makompyuta zimagwirira ntchito limodzi kuti zifufuze. dati.
  • Zaka za m'ma 70: Kutulutsidwa kwa SAS ndi SPSS, zida zofunika zowunikira mawerengero, zomwe zimagwiritsidwabe ntchito masiku ano pazolinga za sayansi ya deta.

Kubadwa kwa mawu (mochedwa 900s - koyambirira kwa 2000s):

  • Zaka makumi asanu ndi anayi: Mawu akuti "migodi ya data" akuyamba kufalikira, kutanthauza kuchotsedwa kwa chidziwitso kuchokera kumagulu akuluakulu.
  • 1997: CF Jeff Wu akuti "sayansi ya deta” monga dzina lina la ziwerengero kutsindika mbali zake zamitundumitundu.
  • 2001: William. S. Cleveland akufotokoza luso lomwe limafotokozera dera la sayansi ya deta: chitsanzo, njira, chiphunzitso, sayansi ya makompyuta, maphunziro.
  • 2009: DJ Patil ndi Jeff Hammerbacher, ndiye motsatana a LinkedIn e Facebook, kufalitsa mawu akuti “Deta Scientist".

La Data Sayansi amakhala mwambo wokha (2010s - Lero):

  • 2010: Kubwera kwa deta yaikulu imapereka zovuta ndi mwayi zomwe sizinachitikepo. Zida monga Hadoop ndi Spark zimatulukira kuti ziwathandize.
  • Kukula: Mayunivesite ndi makampani amakhazikitsa masters ndi maphunziro operekedwa sayansi ya deta, umene umakhala ulendo wamaphunziro pawokha.
  • Kuphunzira Makina ndi AI: Tecniche ndi makina kuphunzira e luntha lochita kupanga (monga kuphunzira mozama) kukhala gawo lofunikira kwambiri sayansi ya deta, kulola kusanthula molosera komanso kupanga makina odziwikiratu kwambiri.
  • Data Sayansi Lero: Lero sayansi ya deta Ndi gawo lazinthu zambiri komanso losinthika nthawi zonse, lomwe limagwiritsidwa ntchito mubizinesi, sayansi, maphunziro, ndi ena ambiri.

Zovuta zamtsogolo:

  • Ethics ndi chinsinsi: Kugwiritsa ntchito moyenera dati imabweretsa zovuta zazikulu zamakhalidwe komanso zachinsinsi.
  • Kusiyana pakati pa chidziwitso chaukadaulo ndi kugwiritsa ntchito: Kutseka kusiyana pakati pa chiphunzitso ndi machitidwe a konkire ndi zofunikira zoyendetsedwa ndi deta ndikofunikira.
  • Kutanthauzira: Kuchotsa chidziwitso chotanthauzira kuchokera ku zitsanzo kumakhalabe vuto lalikulu kuti mupeze chidziwitso chodalirika dati.
  • Scalability: Kukonza ndi kuyang'anira ma dataset ochulukirapo kudzafuna zida zatsopano zogwira ntchito kwambiri.

Masamba

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Webusayiti Yapaintaneti imagwira ntchito mu Msika waku Italiya m'malo otsatirawa:

Abruzzo : Aquila, Chieti, Pescara, Teramo

Basilicata : Matera, Potenza

Calabria : Catanzaro, Cosenza, Crotone, Reggio Calabria, Vibo Valentia

Campania : Avellino, Benevento, Caserta, Naples, Salerno

Emilia Romagna : Bologna, Ferrara, Forlì, Cesena, Modena, Parma, tawuni ya Piacenza, Ravenna, Reggio Emilia, Rimini

Friuli Venezia Giulia : Gorizia, Pordenone, Trieste, Udine

Lazio : Frosinone, Latina, Rieti, Rome, Viterbo

Liguria : Genoa, Imperia, Spice, Savona

Lombardy : Bergamo, Brescia, Como, Cremona, Lecco, Mantova, Milan, Pavia, Sondrio, Varese

Marichi : Ancona, Ascoli Piceno, Macerata, Chimon, Urbino

Molise : Campobaso, Isernia

Piedmont : Alessandria, Asti, Biella, Cuneo, Novara, Turin, Vercelli

Puglia : Bari, Brindisi, Foggia, Lecce, Taranto

Sardinia : Cagliari, Mpweya, Mipingo, mtima, Ogliastra, Olbia, Kachisi, Oristano, Sassari

Sicilia : agrigento, Kalitani, Catania, Enna, Messina, Palermo, Ragusa, Surakusa, Trapani, Marsala, Mazara del Vallo, pantelleria

Tuscany : Arezzo, Florence, Grosseto, Livorno, Lucca, Masa Carrara, Pisa, Pistoia, Prato, Siena

Trentino Alto Adige : Bolzano, Kupita

Umbria : Perugia, Terni

Valle d'Aosta : Aosta

Veneto : Belluno, amapemphera, Rovigo, Treviso, Venice, Verona, Vicenza

Svizzera: Lugano, Canton of Ticino, bellinzone, Locarno, mankhwala, Chiasso.

Webusayiti Yapaintaneti imagwira ntchito m'malo otsatirawa a msika wapadziko lonse:
Mzinda wa New York, Los Angeles, Chicago, Houston, Filadelfia, Phoenix, San Antonio, San Diego, Dallas, San Jose, Indianapolis, San Francisco, Detroit, ElPaso, Seattle, Boston, Washington, Sacramento, Atlanta, Raleigh, Mzinda wa New York, Los Angeles, Chicago, Houston, Filadelfia, Phoenix, San Antonio, San Diego, Dallas, San Jose, Indianapolis, San Francisco, Detroit, ElPaso, Seattle, Boston, Washington, Sacramento, Atlanta, Raleigh;

Canada: Toronto, Montreal, Calgary, Ottawa, Edomon, missauga, Winnipeg, Vancouver;

United Kingdom : London, Glasgow, Sheffield, Liverpool, Manchester, Bristol, Leeds, Birmingham;

Europe: London, Berlin, Madrid, Rome, Paris, Bucarest, Vienna, Hamburg, Budapest, Warsaw, Barcelona, Monaco, Milan, Sofia, Prague, Bruxelles, Birmingham, Colonia, Naples, Stockholm, Turin, Marseille, Amsterdam, Zagreb, Valencia, Moscow, Dusseldorf;
Mizinda ikuluikulu padziko lapansi: Tokyo, Shanghai, Jakarta, Delhi, Seoul, Istanbul, Karachi, Tokyo, Guangzhou, Mumbai, Moscow, Woyera Paulo, Lahore, Delhi, Jakarta, Kinshasa, Seoul, Mexico City, London, New York, Bangalore, Ho Chi Minh, Lima, Hanoi, Bogota, Tehran, Hong Kong, Bangkok, Dhaka, Cairo, Rio de Janeiro, Caracas, Baghdad, St. Petersburg, Riad, Calcutta, Singapore, Santiago, Sydney, Surat, Chennai, Melbourne, Yangon, Alexandria waku Egypt, Shenyang, Hyderabad, Los Angeles, Ahmedabad, Ankara, Johannesburg, Wuhan, Yokohama, Abidjan, Busan, Cape Town, Durban, kuika, Yedda, Berlin, Casablanca, Pyongyang, Kanpur, Madrid, Jaipur, Nairobi, Chililabombwe, Ürmqi, Brasília, Salvador, Buenos Aires, Rome, Chicago, Fortaleza, Chittagong, Belo Horizonte, Toronto; United Kingdom : Aberdeen, Basingstoke, Bath, Belfast, Birmingham, Brighton, Bristol, Bromley, Cambridge, Cardiff, Edinburgh, Exeter, Gateshead, Glasgow, Zachikulu, Greenhithe, Kingston upon Thames, Leeds, Leicester, Liverpool, London, Manchester, Milton Keynes, Newcastle pa Tyne, Norwich, Plymouth, kuwerenga, Sheffield, Solihull, Mufulira, Watford; Gawo Lalikulu ku Australia: Canberra, South Australia, Rundle Place, New South Wales bondi, Broadway, Nyumba za nsanja, Charlestown, Chatswood Thamangitsani, Hornsby, Miranda, Penrith, Sydney, Mzilikazi:
Brisbane , Carindale, Chermside, PA, Robin, Victoria, Chadstone, Southland, Doncaster, Chipata cha Kasupe; Austria: Vienna, Belgium: Brussels, Brazil:Barra da Tijuca, São Paulo, Canada: Alberta (Canada), Calgary, Edmonton, British Columbia (Canada) Burnaby,Coquitlam, Richmond, Surrey, Vancouver, Manitoba (Canada), Winnipeg, Nova Scotia (Canada), Halifax, Ontario (Canada),
Burlington, London, Markham, Mississauga, Newmarket, Ottawa, Toronto, Waterloo, Quebec (Canada),
Wolemba Brossard, Laval, Montreal, Pointe Claire, Quebec City; United Arab Emirates: Abu Dhabi, dubai; France : Aix-en-Provence, Bordeaux, Dijon, Le Chesnays, Malo oyera, Lille, Lyon, Marne-la-Vallee, Marseille, Montpellier, Nice, Paris, Pamwamba: la Chitetezo, Rosny-Sous-Bois, Woyera Herblain, Strasbourg, Velizy-Villacoublay; Germania : Augsburg, Berlin, Cologne, Dresden, Dusseldorf, Frankfurt, Hamburg, Hanover, Munich, Oberhausen, Sindelfingen, Sulzbach; Spain : Mtsinje wa Encomienda, arroyomolinos, Barcelona, Chura, Leganés, Majadahonda, Marbella, Valencia, Zaragoza, Svezia: Helsingborg, Malmo, Taby; Svizzera Basel, Geneva, Glattzentrum ndi Wallisellen, Zurich.
Webusayiti Yapaintaneti imagwira ntchito ku United States of America.
Webusayiti Yapaintaneti imagwira ntchito ku Canada.
Webusayiti Yapaintaneti ntchito Europe; Albania: Tirana; Germania: Berlin; Andorra: Andorra la Vella; Austria: Vienna; Belgium: Bruxelles; Belarus: Minsk; Bosnia Herzegovina: Sarajevo; Bulgaria: Sofia; Croatia: Zagreb; Denmark: Copenhagen; Slovacchia: Bratislava; Slovenia: Ljubljana; Spain: Madrid; Estonia: Tallinn; Finland: Helsinki; France: Paris; Greece: Atene; Hungary: Budapest; Ireland: Dublin; Islanda: Reykjavik;
Latvia: Riga; Liechtenstein: Vaduz; Lithuania: Vilnius; Luxembourg: Luxembourg; Malta: Valletta; Moldova: Chisinau; Monaco: Monaco; Montenegro: Podgorica; Norvegia: Oslo; The Netherlands: Amsterdam; Poland: Warsaw; Portugal: Mzinda wa Lisbon; United Kingdom: London; Czech Republic: Prague; Republic of Macedonia: Skopje; Romania: Bucarest; San Marino: San Marino; Serbia: Belgrade; Svezia: Stockholm; Svizzera: Lugano, Canton of Ticino, bellinzone, Locarno, mankhwala, Chiasso, Bern; Ukraine: Kiev; Webusayiti Yapaintaneti imagwira ntchito ku Asia, Afghanistan: Kabul;
Saudi Arabia : Riyadh; Armenia: Yerevan; Azerbaijan: Baku; Bahrain: Manama; Bangladesh: Dhaka; Bhutan: Thimphu; Burma: Naypyidaw; Brunei: Bandar Seri Begawan; Cambodia: Phnom Penh; China: Beijing; North Korea : Pyongyang; South Korea: Seoul; United Arab Emirates: Abu Dhabi; Philippines: Manila; Georgia: Tbilisi; Japan: Tokyo; Yordani: Amman; India: India New Delhi; Indonesia: Jakarta; Iran: Tehran; Iraq: Baghdad; Israeli: Yerusalemu; Kazakhstan: Astana; Kyrgyzstan: Bishkek; Kuwait: Kuwait City; Laos: Vientiane; Lebanoni: Beirut; Maldives: Malé; Malaysia: Kuala Lumpur; Mongolia: Ulan Bator; Nepali: Kathmandu; Omani: Mascate; Pakistan: Islamabad; Palestina: East Jerusalem; Qatar: Doha; Singapore : Singapore; Siriya: Damasiko; Sri Lanka Sri Jayawardenapura Kotte; Tajikistan: Dushanbe; Taiwan: Taipei; Thailand: Bangkok; Nkhukundembo: Ankara; Turkmenistan: Ashgabat; Uzbekistan: Tashkent; Vietnam: Hanoi; Yemen: inu; Webusayiti Yapaintaneti imagwira ntchito ku Africa, Algeria: Algiers; Angola: Luanda; Benin: Benin; Botswana: Gaborone; Burkina Faso: Ouagadougou; Burundi: Bujumbura; Cameroon: Yaoundé; Cape Verde: Beach; Chad: N'Djamena; Komoros: Moroni; Ivory Coast: Yamoussoukro; Egypt: Cairo; Eritrea: Asmara; Ethiopia: Addis Ababa; Gabon: Libreville; Gambia: Banjul; Ghana: Accra; Djibouti: Djibouti; Guinea: Conakry; Guinea-Bissau: Bissau; Equatorial Guinea: Malabo; Kenya: Nairobi; Lesotho: mumzinda wa Maseru; Liberia: Monrovia; Libya: Tripoli; Madagascar: Antananarivo; Malawi: Lilongwe; Zoyipa: Mali; Mauritania: Mauritania; Mauritius: Port Louis; Morocco: Rabat; Mozambique: Maputo; Namibia: Windhoek; Ku Niger: Niamey; Nigeria: Abuja; Central African Republic: Bangui; Republic of the Congo: Brazzaville; Malawi: Kinshasa; Rwanda: Kigali; Sao Tome ndi Principe: a Dobra Sao Tome ndi Principe; Senegal: Dakar; Seychelles: Victoria; Sierra Leone: Freetown; Somalia: Mogadishu; South Africa: Pretoria, Cape Town, Bloemfontein; Sudan: Khartoum; Kumwera kwa Sudan: Juba; Swaziland: Mbabane, Lomba; Tanzania: Dodoma; Togo: Lomé; Tunisia: Tunis; Uganda: Kampala; Zambia: Lusaka; Zimbabwe: Harare; Webusayiti Yapaintaneti amagwira ntchito ku South America, Argentina: Buenos Aires; Bolivia: shuga; Brazil: Brasília; Chile: Santiago de Chile; Colombia: Bogota; Ecuador: Quito; Guyana: Georgetown; Paraguay: Asunción; Peru: Lima; Surinam: Paramaribo; Uruguay: Montevideo; Venezuela: Caracas; Webusayiti Yapaintaneti amagwira ntchito ku Central America, Belize: Belmopan, Madera a Commonwealth; Costa Rica: San José; Iye Salvador : San Salvador; Guatemala: Mzinda wa Guatemala; Honduras: Tegucigalpa; Nicaragua: Managua; Panama: Panama; Cuba: Havana; Dominica: Roseau; Haiti: Port-au-Prince; Dominican Republic: Santo Domingo; Trinidad ndi Tobago: Port of Spain; Antigua ndi Barbuda: Woyera Woyera; Bahamas: Nassau; Barbados: Bridgetown; Jamaica: Kingston; Grenada: Saint George's; Saint Kitts ndi Nevis: Basseterre;
Woyera Lucia: Castries; Saint Vincent ndi Grenadines: Kingstown; Webusayiti Yapaintaneti amagwira ntchito ku Oceania, Australia: Canberra, bondi, Broadway, Khomo Lalikulu, Charlestown, Chatswood, Hornsby, Miranda, Penrith, Sydney, Brisbane City, Carindale, Chermside, PA, Adelaide, Chadstone, Cheltenham, Doncaster, Chipata cha Kasupe, Wachirawit, Kameme, Perth; New Zeland: Wellington; Papua New Guinea: Port Moresby; Fiji: Suva; Solomon Islands: Honiara; Vanuatu: Port Vila; Micronesia: Palikir; Kiribati: South Tarawa; Zilumba za Marshall: Majuro; Palau: Ngerulmud; Nauru: Yaren; Samoa: Apia; Chitonga: Nuku'alofa; Tuvalu: Funafuti.
Webusayiti Yapaintaneti imagwira ntchito ngati webusayiti e malonda otsatsa masamba e webusayiti, kupanga mawebusayiti ed e-malonda, ndikuperekanso mautumiki a Kusinthaku mawebusayiti e Kusinthaku e-malonda. Ndife amodzi webusayiti ndi chimodzi malonda otsatsa masamba, timafotokoza zanu Wothandizira Webusayiti ntchito zathu zogwirizana ndi kasitomala womaliza, timagwiritsa ntchito ngati Mapulogalamu Pulogalamu , Kampani Mapulogalamu , Kampani yopanga mapulogalamu, webusayiti, malonda otsatsa masamba e webusayiti e bungwe loyankhulana.

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