Sida loo isticmaali karaa in ay ka mid ah wax soo saarka technology ah, AI ayaa ka heli karaa in ay ka mid ah wax soo saarka ah. Haku iyo Qalabka waxaa laga yaabaa, Markaas ka mid ah macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka mac Haku Haku Haku Waayo, wax ka mid ah Sida loo isticmaali karaa AI iyo Machine Learning si ay u isticmaali karaa in ay u isticmaali karaa? Sida loo isticmaali karaa AI iyo Machine Learning si ay u isticmaali karaa in ay u isticmaali karaa? Sida loo yaabaa, shirkadaha waa Waayo, waxa uu ku yaalaa in ay ku yaalaa Waayo, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah Waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah. Algorithms iyo macluumaadka, oo ka badan . not Ciyaaraha Data First Qalabka Data Shirkadda Data mashiinka Sida loo yaqaan Data Science/AI Advisor, waxaan u baahan tahay in ay ku dhigi karaa in ay ku yaalaa in ay ka mid ah mid ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah. Waxaad ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah. Haku Sida loo yaabaa, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Think of AI as the top of a Piramida dhismaha . Yes, self-actualization (AI) is great, but you first need food, water and shelter (data literacy, collection and infrastructure). Piramida dhismaha Qalabka dhismaha: Waxaad u hesho? Markaas oo ka mid ah piramida waxay u Marka aad u baahan tahay data, oo waxaa laga yaabaa? Haddii loo isticmaalo wax soo saarka user-facing, aad u log albaabka user-interactions ah? Haddii waa sensor, wax data waa ka mid ah oo ka mid ah? How easy is it to log an interaction that is not instrumented yet? Waa in ay u baahan tahay in ay ka mid ah macluumaadka macluumaadka. data collection QEEBE Sidee, sida loo isticmaali karaa Sidee ka mid ah nidaamka? Ma rabtaa Streams / ETL ah? Marka aad ku salaysan, iyo sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale. Waxay ku yidhi (wax ka mid ah ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. data flow Haku: Jay Kreps [Sidaa: Waxaan u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay] Ma rabtaa logos. Waxaan ka dibna in la soo xiriir in ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid Postka Sida loo yaqaan "Data Scientist" waxaa loo yaqaan "Days ago", Sean Taylor Haku dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Ma rabtaa logos. Postka Haku Sida loo isticmaali karaa data, waxaa loo isticmaali karaa Waxaad ka mid ah "calmada data" ah, mid ka mid ah mid ka mid ah mid ka mid ah wax soo saarka ah ee wax soo saarka ah oo ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. explore and transform Marka aad u baahan tahay si ay u adeegsanayo si ay u isticmaali karaa data, aad sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale loo isticmaali karaa BI. Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay. Sida loo yaabaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Sida loo soo saarka labels, ama automatically (who customers churned?) ama oo ka mid ah macaamiisha. analytics features training data Sida loo yaabaa in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay. — laakiin waa mid ka mid ah mid ka mid ah post Medium. data stories Okay, waxaan ku raaxaysaa. Waxaad ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka iyo wax soo saarka iyo wax soo saarka iyo wax soo saarka. Qalabka dhismaha waxaa laga yaabaa, sidaas waxaan sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale. Waayo, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid experimentation simple baseline Waqtiga ah ee loo yaqaan 'heuristics' waa in ay ku yaalaa in ay ku yaalaa, oo ay ku yaalaa in ay ku yaalaa nidaamka end-to-end oo ka mid ah macluumaadka black boxes ee ML iyo hyperparameters hypertuned. Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay. Waayo, waxa uu ku saabsan AI! Waxaad u sameeyaan. Waxaad ku habboon. ETL-ka aad ku yaal ah. Data aad ku habboon & siiso. Waxaad ka mid ah dashboards, labels iyo macluumaadka ugu fiican. Waxaad ku habboon wax soo saarka ah. Waxaad ku habboonada dayday. Waxaad ku habboon kartaa algorithm baseline oo ku habboonay end-to-end oo ku yaalaa in wax soo saarka - iyo aad u habboonay in la soo saarka. Waxaad ku habboonay in la soo saarka oo dhan oo ugu fiican oo ka mid ah - ka dib markii aad ku habboonay in aad ku habboonay in macluumaadka macluumaadka. Waxaad sidoo kale sidoo kale sidoo kale ka mid ah wax soo saarka ugu weyn, ama sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale Waayo, oo ka mid ah MVPs, agile, lean iyo oo dhan? Sida loo soo saarka MVP (product minimally viable) ah, sidoo kale waxaa loo yaabaa in ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid iyo wax soo saarka wax soo saarka mashiinka (saarka dhismaha dhismaha automatic). Sida loo yaabaa, waxaa lagu soo bandhigay in ay ka mid ah wax soo saarka, wax soo saarka, wax soo saarka, wax soo saarka, wax soo saarka, wax soo saarka iyo wax soo saarka. The data science hierarchy of needs is not an excuse to build disconnected, over-engineered infrastructure for a year. Warbixinta Data Qalabka Qalabka adeegga iyo soo saarka adeegga ah Waxaa ku saabsan sida aad Ma rabtaa in aad (wax yar oo ka mid ah dhismaha iyo dhismaha). could should Mashaariikhda mashaariikhda mashaariikhda ‘ ’ Waayo, waxa uu ku saabsan API Amazon ama TensorFlow ama library mid ka mid ah mid ka mid ah macluumaadka open source? Sida loo yaabaa, waxaa loo yaabaa in ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid
