Resources

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?????????????? ?????????? ????????? ??? spinmacho ??? ????????? ??????????????? ??????

???? ???????? ?????????????? ?????, ? ?????????? ????????? ???????? ????????? ???? ??? ??? ????????. ? ????????? ????????, ???????????, ???????? ??? ?????? ??? ????????? ???????? ????? ????????????? ???????????. ? ?????????? ??????????? ???????, ???????????? ???? ?????? ??? ???????? ??? ??? ?????????????? ?????????? ??? ???????????. ??? ??? ????? ??? ?????? ????? ??? ?? concept ??? «spinmacho», ??? ????? ??? ???????? ?????????? ???? ?????????? ??? ?????????, ???????????? ?????????? ??????????? ??? ?????????? ????????.

? ?????? ??? ?????????????? ?????????? ????????? ????????? ???? ?????????? ???????? ??????????? ??? ?????????? ??????????. ?? ???????????? ????????? ???????? ??? ???????? ?????, ???? ?? ???????, ?? ????????, ? ????????, ?? ???? ?????????? ????????? ??? ?? ??????????. ? ?????????????? ?????????? ????? ??? ????????? ????????? ???? ???????????? ?? ??????????? ???????? ??? ??????? ??? ??????? ????, ?? ?????????? ??? ??????????? ????, ?? ???????? ?? ?????? ??? ?? ????????????? ???? ?????????.

?????????? ????????? ??? ??????? ?????????? ?????????????

? ??????? ?????????? ????????????? ??? ?? ???????? ????? ??? ??????? ???? ??? ??? ???????? ???? ???????????. ? ??????? ??? ????????? ?????? ?? ?????????? ????????? ??????, ?????? ??? ??????????? ??? ??????? ?? ????????? ?? ????????? ?????????. ??????????, ? ????? ?????????? ?????????? ?????????, ???? ? ???????? ?????? ??? ? ??????? ?????????, ?????? ?? ??????????????? ?? ?????????? ???????? ??? ?? ??????? ??????????? ????????????. ??? ??????????, ? ??????? ????????? ??????? ?????? ?? ?????????? ??? ??????????? ???? ??? ?? ???????? ???? ?????????? ??? ????????????? ????????? ??? ?????????.

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? ???????????? ????????? ????? ??? ?????? ??????? ??? ????? ???? ????????? ?????????? ?????????. ? ????? ??????????, ???????????? ??? ?????? ?????? ?? ?????????? ?? ???????? ?? ??? ?????? ????????? ?????. ? ???????????? ????????? ????????? ????? ??????? ?? ?????????? ??????? ??? ?????? ??? ?? ??????, ????? ??? ?? ?????????????? ?????????????? ?? ???????? ???? ?? ??????. ????????, ? ???????????? ????????? ?????? ?? ???????? ???? ????????? ???? ??????? ??? ????? ??? ?????? ?? ??? ????? ???????? ?? ????? ???????? ????????.

????? ???????? ????????? ????????
??????????? ??????? Excel, Google Sheets
??????????? ??????? SQL, Tableau
??????????? ??????? Python, R
?????????? ??????? Machine Learning Frameworks

? ??????? ??? ?????????? ????????? ??? ???????? ???????? ????????? ????????? ??? ??? ????????????? ??????? ??? ???? ??????? ??? ???????????. ? ??????? ?????????? ??? ? ???????? ??? ?????????? ???????? ????????? ????? ??????? ???????? ??? ??? ???????? ???? ???????? ????????????? ?????????????? ?????.

?????????? ????????? ??? ???????????? ?????

? ?????????? ????????? ??? ???????????? ????? ????? ??? ????????? ???? ??? ?? ?????????? ???? ????????????? ??????? ??? ??????????????? ???????????. ?? ???????????? ????????? ???????? ??? ??????? ?????????, ???? ?? CRM, ?? ERP, ?? ????????? ??????????? ??? ?? ???? ?????????? ?????????. ? ?????????? ????? ??? ????????? ????????? ???? ?????????? ?? ???????? ??? ??????? ?????? ???????????? ?????????? ??? ?? ????? ??? ????????????? ?????????. ??? ??????????, ? ?????????? ????????? ???????? ??? ????????? ??????? ?????? ?? ?????????? ??? ??? ?????????? ?????? ??????? ??? ?? ???????? ???? ???????? ??????????? ????????????? ?????????.

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? ?????????? ????????? ?????? ?? ????? ??? ??????? ??????????, ????? ?? ???????? ????? ?????????? ?? ???????????? ?????? ??? ?????. ? ?????????? ??? ????????? ??? ????????? ??? ? ??????? ??? ??????????? ????????????? ????? ?????????? ??????????. ? ????? ????????? ETL (Extract, Transform, Load) ?????? ?? ??????????????? ?? ?????????? ??????????? ??? ?? ??????????? ??? ???????? ??? ??? ??????????? ??? ?????????. ??????, ? ?????????? ???? ?????? ????????? ??? ? ?????????? ??? ????????? ??????? ?? ???????????? ??? ?????????? ??? ??? ???????.

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? ???????? ??? ? ????????? ??? ????????? ????? ??????? ????????, ????? ???? ????? ??? ??????????? ????????????????. ?? ???????????? ?????? ?? ?????? ????? ??? ??? ????????? ??? ????????? ???? ??? ?? ??????????????? ????????, ??????? ? ??????????. ???? ???????????? ??? ???????? ??????? ????????? ?????????, ?? ????? ??????????? ?????????????? ??? ??? ?????????? ??? ??????????? ?? ?????? ?????????. ? ?????????? ?? ???? ??????????? ?????????? ?????????, ???? ? GDPR, ????? ?????? ??????????.

??????????? ????????? ?????????

???????? ???????? ??????????? ????????? ????????? ??? ??????? ?? ??????????????? ??? ??? ????????? ??? ???????????. ? ????? firewalls, intrusion detection systems ??? antivirus software ?????? ?? ????????? ??? ???????? ?? ???????????????? ???????. ? ????????????? ??? ????????? ?????? ?? ??????????? ??? ?? ??????????? ?????????? ?????????????, ????? ??? ?? ????????? ?????????? ??? ?????????. ??????, ? ?????????? ?????????? ????????? ??? ? ???????? ???? ??????? ????????????? ??????????? ??????? ?? ????????? ???? ??????? ???????? ?????????.

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? ?????????? ??? ????????? ??? ??? ?????????? ??? ????????? ????? ??? ??????? ?????????? ??? ??????? ?????? ????????? ??? ?????????? ???? ???? ???????.

? ????? ??? Big Data ??? ?? spinmacho

? ????? ??? Big Data ????? ?????????? ???? ????? ?? ??? ????? ?? ???????????? ?????????????? ??? ????????????? ?? ????????. ? ?????, ? ???????? ??? ? ???????? ??? ????????? ?????????? ???????, ????????????? ???? ?????????? ??? ?????????. ?? «spinmacho» ?? ??????????, ????? ??? ???????????? ?? ?????????????? ????? ??? ?????????? ??? ?? ???????????? ?????? ??? ??????????? ??? Big Data. ? ????? ??????????? ???? ?? Hadoop ??? ?? Spark ????????? ??? ?????????? ??? ??? ??????????? ??????? ????? ????????? ?? ?????????? ?????.

????????? ??? spinmacho ?? ????????? ???????

? ????????? ??? «spinmacho» ??????? ???????? ?? ??????? ???????, ??? ?? ??????? ??????? ??? ??? ???????? ????? ??? ??????????? ????????? ??? ??? ????????. ??? ??????? ???????, ? ??????? ????????? ??????? ?????? ?? ???????? ???? ?????????? ??? ????????????? ????????? ??? ?????????, ???? ?????? ??? ???????? ??? ??? ???????? ??? ????????? ??? ??????. ???? ????????, ? ??????? ????????? ?????? ?? ???????? ???? ????????? ??????, ???? ?????????? ??? ?????????? ???????? ??? ???? ?????? ??????????????? ?????????????????? ?????????. ???? ??????????? ?????????, ? ??????? ????????? ?????? ?? ???????? ??? ???????? ?????????, ???? ???????? ???? ????????? ??? ??? ???????? ??? ????????? ??? ?????????.

? ???????? ???????? ??? «spinmacho» ??????? ??? ???????? ??????????, ??? ????????? ??? ??????????, ??? ????????? ???????? ??? ??? ?????????????? ??????????. ? ??????? ?????????? ??? ? ?????????? ???? ???? ?????? ????? ??????????? ??? ??? ???????? ?????????????? ?????????.

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