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

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??????????? ????????? ??? ??? ???? ???????? ????????????? ????????????, ??????????? ?? ????????????? ?????????????? ?????. ??? ??????? ?????????? ?? ?????? ?????, ? ?????????? ????????????, ?????????? ????????? ????? ????????? ? ?????? ? ?? ????? ????. ???? ????????, ??????? ??????? ?? ?????? ?????? ? ????????? ?? 18 ?? 30 ???, ?????????????? ? ????? ??????? ???????????????? ????????? ? ??????? ??????????. ????????, ???????? ????? ?????? ?????? ?????????????, ??? ????????? ????????? ????????? ? ???????? ?? ??????????. ????? ?????? ? ??????, ????-??????????? ? ??????? ??????????? ?????????? ?? ???????? ?????????? ?????????.

????????????? ?????? ???? ??????????? ??????????? ?????????:

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

????? ?? ???????? ?? ???????? ???????? ? ?????? ?????????? ???????????? ? ????? ??????? ????? ???????? ????? ??????? — ??? ??????????, ??? ? ???????????????. ???????? ???? ?????? ????? ???? ?????????? ?????????????? ???? ?????????? ???: ???????? ?????, ????? ??? ???????? ????????????? (???? ?? ?????? ???? ??? ???????? ????), ?????? ????? ?? ?????? ?????????? ??? ???? ????????????? ????????? ???????? ????????????.

???????????? ???? ?????? ???????? ???????: ???????????????? ?????? Telegram ???????????? “???????” ????? ? ??????; ?????? ?? ????????? ???????? ???????? ??????-???????????; ????????-???????? ???? ??????????? ??????? ???????? ?????????? ??? ????????????? ????????? ????????????? ??????????? ?????.

??? ???-???? ??? ?? ????? ???????? ????? ???? ????? ??????? ??????????? ??????????????? ?????????? — ???????????? ????? ????????? ??? ???? ??????????? ??????? ??????? ?????? ???? ??????????? ? ????????? ?????? (????????, ???????? ????????? ? ???????????).

?????????? ???????: ??????? ??? ???????? ?????????

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

????????? ??????? ???? ????? ??? ????? ???????? ???? ????????????????? – ??????????? ???? ?????????? ?????? ???????? ????? ???????? ??? ??????-???????????? ? ??????????? ????? (Zoom/Slack/Miro/Asana), ? ???????????? ????, ??????? ????????????? ?????? ??????, ???????? ???????? ???? ???? ????? ?????? ??????????? ??????????? ???????? ?? ??????? ????????????? ????????? ???? ????????? ? ????.

??????? ?????????? ?? ???????? ? ??????? ?????? ???????:

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

???????? ????? ??????????? ????????????:

• ???????? ????? ? ??????? (? ??????????? ????????? ??? ?????????)
• ??????? ?????? ??????? ????? ?????????? ??? ?????????????????????
• ????????? ? ?????????????? ????????? ??? ?????? “????????” ?? ????? ?????????.
• ????????? ??? ??????????? ?????? ???????????? (????????? ?????????)

??????????????? ??????? ????? ??????????? ? ???????? ??????????? ????????? ??????????? ???? ?? ??????? ?? ??????? (? ??????? ??????? ??? ????? ???????? ?? ???? ????? ? ????), ? ????? ? ??????????? ?????????? ?? ??????? ??????? ??? ?????????? ?? ??????? ??????????.

?????????? ??????: ?????? ??? ???? ??????

?? ?????? ?????? ??? ??????????? ????? ??????? ??????? ? ?????? ? ????????. ??????????? ??????????? — ????? ??? Slack, Zoom, Trello ??? ????????? ????? ?????? ?????? — ???????????? ??????????? ?????????? ?????????? ???????????? ? ???????, ????? ???????? ? ???????????? ??????? ?? ????? ????? ????. ????????? ?????? ?????? ??? ??????????, ???????? ??????????? ? ???? ????? ???????????? ??? ???? ?????.

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

??????????? ???????, ??? ???????????????? ????????? ??????????? ?? ??????????? ??? ???????? ???????????? ??? ???????? ????? – ????????, ????????? ?????? ??????? ??? ???????????? ??? ???????? ?? ???? ?????????? “??????? ?????” ???? “????????” “????????” “???? ???????”.

• ?? ????????????: ???????? ???????????? ??????????? ????????? ?? ???????? ?? ????????? ????????? ??? ???????.
• ? ?????: ???????? ???????? ???? ??? ???????? ????????? ????.
• ?? ??????: ??? ??????????? ?????????????? ??????? ?????-???.
• ?? ?????? ?????: ????????? ???????????? ?? ??????????????? ??????????? ? ??????? ??? ???? ?? ???????.

???????? ???????? ?????????? ???????? ??????? ????? ??????? ????? ?????? – ?????????? ???????????? ?????? ?????????/Telegram, ??? ????????????? ? ?????? ???????? ??? ?????? ??????, ??????? ?????? ??????????? ???? ???? ?????? ???????? ??? ???????? ? ?????? ??????/?????? ??????????!

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

??? ???????? ??????????? ??? ?????????????? ??? ??????????? ????????? Z — ??????, ??????????? ?? ???? ????? 1997 ????. ??? ??? ??????? “???????? ???? ??????” ?????????????? ??????????; ??? ???? ???? ? ???, ??? ????????????, ????? ????????? ???? ????? ?????? ? ??????? ?????? ????????.

• ?????????? ???????? ?? ???? ??????
• ???? ???????? ???????????? ?? ???????? (???????? ?????????? ??????)
• ?????????? ???? ????????? ????????????
• ???????? ???????? ??????????

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

?????????????? ??????: ???? ?? ?????? ?????????? ??????? ? ????????? IT-???????? ????????? ????????. ??? ????? ?????????? ? ?????? ?????????? ?????? (???????? 120 ????? ??????), ??????? ??????? ??????????? ???? — ?? ??????? ???????? ?? 20 ????? ?????? ?????? ?????????? 50 ????? ?? ??????????? ???????. ?? ????? ??????????, ??? ?????? ??????, ?? ????? ????? ????????? ????? ? ??????, ??? ??? ?? ????????? ?? ?? ?????? ? ???????????? ?????. ?? ?????????? ?? ???????? ????? 5 ????? ?????? ??????????.

????? ?? ?????-?????? ???????? ?????????? ?????????? ?? ????????????? ???????????. ????????? ???????? ???????? ??? ????????? ? ????????????? ????????, ?? ???????? ????? ?????? ?? ???????????? ???????. ??? ??? ????? ?? ?????? ????????? ? ?????????????? ?????????, ?? ? ????? ??????????? ????????????? ?? ??????, — ?? ??????? ?????? ? ???.

????????????? ???????????? ???? ??????????? ????????? ??????????? ???? ?????????????: ????????? ???????? ?????????? ??????? ? ??????? ????? ????? ? ????????? ? ???????? ?????; ????????? ????????? ????????? ????? ??? ?????? ? ?????????? ??? ??????????????? ????????????; ??????, ??????? ????????? ???? ?????? ??????, ???????? ????????? ??? ????? ????????.

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

???? ?? ?? ??????? ??????? ????????? ??? — ??????? ? ???????? ????? ??????? ????????????? ? ?????? ????????. ??????? ??????? ??? ?? ???????? ??????????? ????? ?? ??? “????????????? ?????”, ?????????????? ?? ???? ??? ????????? ?? ???????? ??? ???????.

???????????? ???????: ??????? ?????

? ????????????? ????? ?????? ????????????? ?????? ???????? ???????? ???????? ??? ??? ??????????, ??? ? ??? ????????. ????????? ??????? ??? ????????? — ???????????? ????? ??? ?? ???? ?????????? ?????? ????????? ???????????? ???????? “?? ????” ? ??????????????? ????????? ?? ???????????????, ????? ? ?????????? ???????? ? ?????? ?? ????? ?????????, ??? ??????, ????? ???????????? ????? ????????? ???.

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

????????? ?? ??? ????? ?????? ? ????? ?? ??????. ??? ????????? ????????? ??????? ?? ????????? ??????? ? ???????? ?? ?????? — ?????????? ?????? ?? ????????? ? ??????? ??? ?????? ??????????? ? ????????????, ? ????? ?????? ????????? ?????????, ????? ??? ??????, ????? ????????? ???? ?????. ????? ?????? ???? ?????????? ??? ??????? ??????? ??????????.

• ??????? ??????????? ??? ???????? ????????? ??? ???????
• ?????????? ??????? ?? ???????????
• ???????? ?????????????? ???????? ??? ?????????? ??????? ??????????.

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

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

1. ??????????? ?? SMM — ???????? ?????????? ???? ????? ?? ????? ????? ????.
2. ?????????? ??????? ?????????? — ????????? ??????? ? ???? ?? ????????????? ??????.
3. UX/UI-????????? — ??????????????? ????? ? ??????????? ??????????.
4. ??????????? — ????? ??????? ??? ????????-???????? ??????? ????????????????.
5. ?????? ??????? — ???? ?????????? ???????????????? ????? Zoom.
6. ????????? ????????????? — ?????????? ????? Wildberries ??? Ozon ?? ??????????.
7. ??????????? ?????????? — ??????????? ???????????????? ????? ???????? ????????? ? ?????????.

??????? ????? ??????????: ????????????? ?? ????????? ???????????

???????? ???????????? ???? ??????????? ????????? ?? ????? ??????? ????????????: ???????? ????????? ?????????? ????????????? ?? ????????????? ?????? ? ??????? ?? ?????. ????? ?????? ???????? ?????? ?? ??????????? ????????? ? ??????? ????? ???? ??? ???, ??? ???? ?????? ????????? ?????????????? ??? ?????????????????? ??????? ?????.

?? ?????? ???????????? ??????? HeadHunter ?? ???????? ?????? ????? ??????????? ?????? ? ?????? ??????? ??????? ??????????? ????? ????? ?? ????????? ? ??????????? ??????! ? ??????????? ????????? ??? ???????? ? ????? IT-????????: ? ???????, ?? ??????? ?????? ?????? ????? 60% ???????? ????????????? ????????? ?????? ???????? ?????????? ?? ?????? ?????????? ?????????.

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

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

• ????????? ?????????? ? ????, ????? ????????? ???? ?????????????? ????????? ????????????.
• ????????? ??????????? ??????????????? ??????????????? ????? ? ??????????? ????????????.
• ????????? ?????????? ???? ????????? ????????? ? ???? (???????? SMM-?????????).

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

??????????? ???????? COVID-19 ?? ?????????????? ?????????

?????? ????? ????????? ??????? ????????????:

????????? ???????????? ??????? ?????????? ?????? ???????????? ? ????? ??????? ??????: ???????????? ????????? ???????? ? ???? ???????????? (????????, ??????? ??? ??????), ????????? ??????-????????? ?? ??????????? ? ????? ???????? ??? ?????????? ??????? ???? (??? ??????? ?????????????? ??????????????|???? ?????????????? ?????????????? ????????).

????? ????? digital nomads: ????? ??? ???????? ? ?????????

• ????? ???????? ?? ????????? ? ?????? ???? ??? ? ??????.
• ????? ?????????? ????????? ???? ????? ??????? ??? ?? ???????.
• ?????? ????? ???????????? ? ?????? ???????????, ? ??????? ??????? – ? ?????? ???????????.

???????? ??????????? ????? ???????? ?????????? ????????? ?????????????? ???????????/??????????/??????????? ???????? ????????? ????? ??????? – ?????? ????? ????? ??????-??????????? ???? ??? ??????? ??????? ???? ?????????? ?????? ???????? ???????? ??????? ???? ?????!

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

????????? ?????????: ?????? ?????? ??????

1. ????????????? ?????????????? – ?????????? ????????? ???????? ????????? ? ????????????????!
2. ???? ????????? – ???????? ?????? ????? ??????/???????? ????? ???????? ? ???????? ????????.
3. ?????????? ??????? – ? ????????? ?????? ??????????? ?????, ??????????????? ? ??????????? ???????!
4. ?????????? ???????????? ???????????????? ????????? – ???? ????????? ?????? ?? ?????????????? ??????????.
5. ???????? ???????????? – ??? ?????????? ?????????? ??? ??????????? ????????? ? ????????? ??????????!

??????????? ???????? ??????? ?????????: ?????? ???????? ??????

? ????? ??????????? ???? ?? ??????? ??? ?????? ????? ???????, ????????? ? ????????? ????????????, ?????????? ????? ??????????????? ????????, ??????????????? ?????? ?? ????????????? ????????, ????????? ????? ???????? ????????? digital nomads ?????? ??????, ???????? ?????????????? ???????????, ??????????, ? ??????, ???????????? ??? ?????????????? ???????? ?????? ??? ??????!

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

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

???????? ??? ?????????? ??????????? ??? ???????. ?? ??????????? ?? ???? ????????? ?? ?????????, ?????????? ??????? ?? ?????????, ????? ???? ? ?????????? ? ???????????? ????? ? ?????????? ????? ???????????. ????? ????? ?????????? ?????????? ????????? ???????, ??? ??????? ??????????????? ?????????? ? ???????????. ?? ???????? 10 ??? ??????? IT ?????????????????? ?? ??????????????: ???? ?????? ???????? ?????????????? ? ????? ?????? ? ???????? ? ??????? ??????????, ?? ?????? ??????? — ??? ?????????? ?????????????, ????, ?? ??????? ??????? ???????? ????? ????????, ??????? ????? ?????????, ??? 1xslots.

??????? ?????? ?????? — ?????????? Telegram — ??????????? ?????? ?????????? ?????????????: ?????????? ??? ??????????? ??? ???????????? WhatsApp ? ?????? ???? ????? ?? ????? ????????? ???????? ?????? ??????????? ?? ???? ???? ????????? ???????? ?????????? ? ??????? ??????? ?????????????????? ???????.

????????? ?? ????? ?????????: ??? ????????? ?????

?????? ???????? ???????????? ??????, ???????? ?????????? ?????? ?????????? (firewall, ???????????), ?????? ???????????? ?????????????? ???????????. ???????? ???????????? ????????????? ?? ???????? ?? ????? (penetration testing) — ??? ?????????? ????????? ?????????, ??????? ???? ?????? ????? ?? ????, ??? ??? ?????? ??????????????.

????? ???????? ????????, ??????? ?????????? ??????????? ?? ???????? ?????????????:

• ??????????? ? ???????????? — ??? ?????? ????????? ???????????????? ? ?????? ? ??????????????.
• ???? ?????? ?????? — ????????? ????????? ?????????? ????????? ??????.
• ?????? — ??? ???????? ???????? ? ???????? ? ???????, ??? ???????????? ?????? ????????? ????.
• ???????? ?????????????? ?????????? — AI ???????????? ? ?????? ????????? ?????.
• ????????? ??????????? ???????? — ???????? ?????????, VR/AR-?????????? ??????? ?????????????? ????????????.

? ???? ?????? ?? ???????? ????? ?????????????? ??????? ????? ????: ??? ??? ????, ??? ??? ?????? ? ?????? ?????? ?? ??????????? ????? ????????? ? ????????? ????.

??????? ?? AI ??????

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

Information Analyst — ??? ???????????? ?? ???????????? ??????? ?????? (Big Data). ??? ?????? — ???????? ??????? ??????? ? ????????????? ??????? ??????????: ? ???????, ?????????????? ??????????? ? ??? ??? ???????????? ???????? ???????? ? ????????? ?????????? ??????????, ????????? ????? ?????????, ??? 1xslots, ??? ??????? ????????????????? ?????????.

?? ??????????? ???? ????? ??? ? ??????? ??????? ??????? ????? ??????? — ? ?????? ???????? ?????????? ???????? ????? ??????????? ??? ????????????, ????????????, ??????????? ? ????????????. ????????? ??????????? ????? ????????????? ????????? ??? iOS ? Android: ?? ?????????? ???????? ?? ???????? ????? World of Tanks Blitz ??? ?????????? ??? ?? ???.

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

?? ?????????? Stack Overflow Developer Survey ???????? ???????? DevOps-???????? ?????? ?????? ??????????? ?????? IT-????????? ????????? ?????????? ??????? ????????????? ????????, ??? ?????? ?? ??????????????? ?? ????????, ????? ??? 1??????, ????????????? ?????????.

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

??????? ????????????? ?????? ????????????. ????????? ????????????? ?????????? — ???????? ???????????? ?????????????. ????????, ??? ?????? ??? ????? ????? ?? ???? ? ????????? ????-?????????? ??? ???????????? ?? ???????? ?????. ? ????????? ????? ?? ??? ???????? ???????????? ?? ???? ???????????? ?????????: ?? ??????? ?? ????????? ?????????? ????? Google ? Amazon.

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

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

? ??? ?????? ???????? ????? ???? ????????? ??????? VisionLabs ????????????? ??????? ????????? ??? ??? ???????????? ?????? ??????. ????????? ?????????? ????????????? ?? ?????????????? ?????????? ????????? ? ????????? ?????? ???????????????? ?????????? ????????????? ??? ?????? ??????? ??? ??????? ??? ????.

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

UX/UI-???????? ????? ??????????????? ?? ??????? ??? ????????????????? ?????????? ???????? ??? ????? (“UI” — ???????????????? ?????????) ? ?? ?? ??? ???????????? ???????????? ?????????????? ? ????????? (“UX” — ???????????????? ????). ??????? ?????????? ????? ?????????? ??????? ??????, ????????, ??? 1??????, ??????? ??? ????????? ???? ??? ?????, ?? ????????????? ? ???????????; ????????? ?????? ???????? ???????? ???? ? ?????? ???????????? ???????!

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

???????? ?????????? ???????????? ? ?????????? ??? ?????????? ?????? ???????? ??????? ????????: ?? ????????? ????????-????????? ?? ???????? ????? ???????? ??? Mail.ru Group. ???????? ??????????? ????????????? ??????? ? ?????, ????? ???????? ???? ?????????? ?????????? ?????????? ?? ???????? ????????????? ??? ??????????? ????? ????????????.

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

? ????????? 2025 ???? ????????? ?????????? ?????????????? ???????????? ?????????? ????????? ?? ??????? ?????? ?? ?????????? ?????????? ?????? ????????? ???????????? ??????????? ??????? ??????????. ????? ???????? ? ??????? ?????????????? ???????????? ??? ?? ????? ????????????? ??????????? ?? ??????????? ??????????, ??? 1xslots, ??? ?????????? ??????????? ?? ????????? ?????? ???????????????? ?????? ????? ???????? ????????.

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

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

?? ?????????? HeadHunter ?????? ?? ????????? ??? ????? ??????? ???? ?? ?????????????? ???????????? ??????????? ????? ?? 40%. ??????? ????????, ????? ??? 1xslots, ?????? ??????????? ????? ????????? ????? 200 000 ?????? ?????? ????? ???? ??? ????? ???????.

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

???????? ?? ?????????????? ?????????? (AI Engineer) ??????? ????????? ????????? ?????????? ? ???????????? ??????????? (deep learning), ??????? ????? ? ?????? ??????????? ????????: ????????? ????????? (????? ?? ??????? ??? Siri ?? Apple), ???????????????? ??????? (Netflix, Spotify, 1??????), ??????? ????????????? ?????????? (????????????? ???) ? ?????? ??????.

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

? ?? ???????? ? ???? ????????????? ???????? ???????? ??????????? ????? ?????? ????????? Sber AI ? ????????? ?????????? ?????????? ? ???. ?????? ? ?????????? ??????????. ???????? ???? ???????????? ? ????????????? ??????????????? ????????, ??????? ?????? ??? ?? Python ??? C++, ? ????? ???????????? ?????? ? ???????????? TensorFlow ??? PyTorch.

Information Specialist: ?????????? ??????????

??? ???????? Data Scientist?

?????????? ?? AI-????????? ?????????? ?????? ??? ?? 20-30 ?????????. ? ??????? ??? ????? 300 ????????? ???????? ????????????? ?????????? AI ??? ????????? ???????? ?????. ??????????? ????????????, ??? ? ?????? ???????????, ????? ???????? ???? ???? ????? ???????? AI ??? ??????????? ???????????? ?????????.

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

??????????? ????????? Big Data

????????????? ??????? ?? ?????? ?????????, ?? ? ?????? ???????????????. ? ?????????? ????????? ??????? ?????? ????? ???????????? ?? ????????? 120 000 ?????? ? 30 ????, ? ? ???????????? ??????????? 1xslots ???? ??????? ????? ???? ????? ??????. ?? ????????? ???????????? ?????? ????????? ?? ?????????????? ?????????? ??? ????????????????? ????? ????????? $100 000 ? ???. ??? ?? ????? ?? ?????? ?????????? ????? ??? ?????: ????? ???? ???? ?????????? ????? ????????, ????????????? ??????, ???????? ?????????? ???????? ???????, ? ???? ?????? ????????? ?????????????.

DevOps-??????????: ???? ????? ??????????? ? ??????????

? ??? ???????????????? DevOps?

?????? DevOps ??? ?????????????

? ?????? ????? ??????????? ???????? ???????????? ?????????????? ? 100 ?????????? ? ? ???. ?? ????????????? ?????????? App Annie ????? ??????????? ???????? ?????? ?????????????: ????????? ???????????? ??????????? ? ????? ???? ????? ???????? — ??????? ??????, ??????????? ???????? ?? ??????????? ??? ???????????? ? ????? ????? ?????????? “?????????”.

??????? ?? cloud ????????

??? ???????????? cloud ?????????

?????????????? ???????????? ????? ????? ?? ???????? ??????? XXI ????????. ?????? ?????? ?????????? ????????????? ??? ????????????? ? ?????????? ????? ????????? ??? ??????????. ????????????? ?? ?????????????? ???????????? (Cybersecurity Specialist) ???????? ????? ?? ??????????, ??????????? ??????? ?????? ?? ??????? ? ????????? ?????????????? ?? ?????? ?????.

??????? ????????? ??????? ???-???????? ??????????

UX/UI-????????: ????????? ????????????????? ?????

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

? ??????? ?????? ??????? ?????? ????? UX/UI-????????? ????????????????? ?????????? ?????? ??? 120 ????? ?????? ?????? ?????; ??????? ???????? ????? ???????????? ?? ?????? ?? ???????? ????? ??? ??????????? ???????????? ????????? ????????????!

???????????????? UX/UI-?????????? ???????

Yandex ??????????? ?????? ???????????? ???????? ?????? ??? ?????????? ??????????????: ????????? ??????? ?????? ? ???????? ??????? ? ?????????? ????????? ??????????? ???? ?? ??????? ? ?????? ???????? ??????? ? ???????? ?????.

???????-????????????: ??????????? ???????? ????????? ????????????.

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

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

????? ?? ?????????-?????????????? ????? ?????? ?????????? ?????? ? ??????????? ????????????? ??????, ?????????????????? ?????????????, ?????????? ???????????? ???????, ????????????? ???????, ????????????? ???????, ?????????? ???????, ???????-???????, ????? ???????? ????????? ????????!

???-7 ?????? ???????????? ???????????????? ????????????? ????????

1. ????????
   
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2. ????????????? ????????
   
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3. ????????? ????
   
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4. ???????????? ???????
   
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5. ??????????? ??????????? ?????????
   
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6. ?????????? ???????????
   
   ??? ???????????????? ??????????? ??????, ??????? ?????????? ?????, ??? ????????? ?????????, ?????????????? ???????????? ?????? ??????? ??????????, ??????????? ? ????????-??????, ?????? ?????? ??????, ??????????? ? ?????????!
7. ??????????? ??
   
   ??????????????? ???????? ?????????? ??? ?????? ?????????? ?????? ?????? ?????, ???????????? ?????????, ????????????? ????????? ??????????? ?? ??????????? ? ???????? ???????!

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

• ???????? ??????? ???-????? ?? ???????? ?????????????? ????????.
• ?????????? ??? ?????????? ??????????????? ????????????
• ????????? ?? ???????????? ?????? ???????? ?????????? ????????
• ???????????? ?? ????????????? ??????? ??????????? LinkedIn ?????? ? Telegram ??????? ?????????
• ??????????? ?????????? ??? ????????? ??????? ????????????, ????? ???????? ??????????? ???????????? ????????????? ? ???????!

?????? ?? ???????: ????? ??????? ????? ??????? ? ?????? ????????

• ????????? ?????????????, ?????????? ?? ?????????? ??????????? ?????
• ????????????? ?? ????? ??, ??????????? ???????????? ?????????? ??-??????.
• ??????????? ?????????? ??????????, ??????????? ??????? ?? ????????? ????????? ???????????.
• ???????? ??????????????, ????????? ??? ?????? ??????????? ??? ?????????????? ???????
• ??????????? ????????? ???????????, ????????????? ?????????? ?????????? ??? ??????????? ?????!

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

• ?????????? ??????-??????????? ???????? ??????????? ????????? “????????????? ?????????”
• ???? ????? ??????? ????????????? ???? “?????????????”
• ??????? ??????? ????????? ????????????? ???? ????????? ??????? ???? “?????? ???????? ??????”
• ????? ?????????????? ?????????? ??????????? ??????? ?????????????? ????????????.
• ??????????? ???? ???????? ?????? ??????????? ?? ??????????????, VR/AR-???????????, ????????? ????????, ???????????????? ????????!

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

????????? ????????? ?????? ???????, ??? ????? ???????????? ?????? ???????? ?? ?? ???!

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

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

??????????? ??? ?????? ?????????? ??? ???????. ?? ??????????? ??? ?????? ?????????? ? ????????? ????????, ???????? ?? ??????????? ???????????, ????? ??? ? ??????? ?????????? ? ???????? ? ???????? ? ????????????. ?????? ????? ??????? ???????? ????? ???????, ??????? ??????? ??????????????? ?????????? ? ???????????. ?? ????????? 10 ??? ??????? IT ?????????? ?? ??????????????: ???? ????? ???????? ?????????????? ? ???????? ?????? ? ???????? ? ??????? ??????????, ?? ?????? ??????? — ??? ???????????? ?????????, ????, ?? ??????? ??????? ???????? ????? ????????, ??????? ????? ?????????, ??? ??????.

?? ?????? Stack Overflow Developer Survey ??????? ?????????????? DevOps-??????????? ???? ?????? ????????? ????????? IT-????????? ????????? ?????????? ??????? ????????????? ?????????, ??? ?????? ?? ??????????? ?? ??????????, ????? ??? ?????? ??????, ?????? ?????????.

??????????? ?? ????? ?????????: ??? ?????? ?? ?????

????? ???????? ??????, ??????? ????????? ????? ?? ???????? ?????????:

??? ?????? ????????? ????????? ?????? ???????????????? Swift (iOS), Kotlin ??? Java (Android), ????????? ????? UX/UI-??????? ? ???? ???????????? ? ????????? ?????????, ?????? ??? ?????? ??????.

• ????????????????? ? ????????? — ??? ?????? ???????? ??????????? ? ???????? ? ??????????????.
• ???? ???????? ?????? — ????????? ????????? ??????? ????????? ??????????.
• ???????????? — ??? ?????? ?????? ? ????? ? ???????, ??? ???????????? ?????? ??????????????.
• ???????? ????????? ?????????? — AI ?????????? ????????? ????????? ?????.
• ????????? ??????????? ???????? — ?????????????, VR/AR-?????????? ??????? ?????? ????????????.

???????? ?? ?????????????? ?????????? (AI Engineer) ??????? ????????? ??????????????? ?????????? ? ???????????? ?????????? (deep learning), ??????? ???????? ??????? ??????????? ????????: ????????? ????????? (????? ?? ??????? ??? Siri ?? Apple), ???????????????? ????????? (Netflix, Spotify, ?????? ??????), ??????? ????????????? ?????? (????????????? ???) ? ?????? ??????.

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

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

??????? ????? ? ??????? ??????????? ??????? ???????? — ? ?????? ???????? ????? ????? ??????????? ??? ????????????, ???????, ?????? ? ??????. ???????????? ??????????? ???????? ??????? ????? ??? iOS ? Android: ?? ?????????? ???????? ?? ???????? ????? World of Tanks Blitz ??? ????? ??? ?? ???.

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

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

? 2025 ???? ?? ?????? ??????? VisionLabs ????????????? ??????? ????????????? ??? ??? ?????????????????? ?????? ??????. ????????? ??????? ???????????? ?? ?? ????????? ???????? ??????????? ???????????????? ?????????? ????? ??? ?????? ??????? ??? ??????? ??? ????????.

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

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

?? ?????? Gartner, ??????? ??????????? ????? ???????? ???????? ???????? ?????????? ??????? ?? 15%. ? ?????? ?????? ????? ????????? ???? ????????? ??????? “? cloud” ???? ???????? ??????? ?? ???????????? ??????????? ????????? ?????? (“????????????”) ? ?????????? ???????????? ??????? ??? ?????????? ???????? ????????.

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

UX/UI-???????? ????? ??????????????? ?? ?????? ????????????????? ?????????? ????????? ??? ?? ????????-??????? (“UI” — user interface) ? ?? ?? ??? ???????????? ???????????? ?????????????? ? ????????? (“UX” — user experience). ??????? ?????????? ???????? ??????? ??????? ??????, ????? ??? ?????? ??????, ??????? ??? ????????? ???? ??? ???, ??? ????? ?? ??????????; ?????????????? ?????????? ???????? ???????? ???? ? ?????? ???????????? ???????!

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

??? ????????????? ??????????? ??????????. ??????????? ??????????? ??????????????? ??????? — ?????????? ???????????? ?????????????. ??????, ??? 10 ??? ????? ????? ?? ???? ? ????????????? ????-?????????? ??? ???????? ?? ????????? ????????. ????? ?? ??? ??????????? ????? ????? ?? ???? ??????? ???????????: ?? ??????? ?? ????????? ?????????? ????? Google ? Amazon.

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

???????? ?????????? ???????? ?????????? ??? ?????????? ?????? ???? ??????? ??????: ?? ????????? ????????-????????? ?? ??????? ????? ???????? ??? Mail.ru Group. ???????? ??????????? ??????????? ?????????????? ????? ???????, ????? ???????? ???? ?????????? ?????????? ??? ??????????? ?? ???????? ????????????? ??? ??????????? ????? ????????????.

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

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

???????????? ???????? ?????? ??????????, ???????? ??????? ?????? ?????????? (firewall, ????????????), ?????? ???????????? ?????????????? ????????. ? ??????????? ????????? ???????? ?? ???????? ?? ????????????? (penetration testing) — ??? ?????????? ????? ??????, ??????? ???????? ?????????? ?? ????, ??? ??? ?????? ?????????.

????????????? ????????????? ?? ?????? ????????, ?? ? ?????? ???????????????. ? ?????????? ????????? ??????? ???????? ???????????? ???????????? ??????????? ?????????? ????? 120 000 ? ? ?????, ? ? ???????????? ?????????? ??????? ?????? ? ?????? ?? ?????? ???? ?????????? ????? ???? ????? ??????. ?? ????????? ????? ???????? ?????????????? ?? ?????????????? ?????????? ??? ????????????????? ????? ????????? $100 000 ? ???. ??? ?? ????? ?? ?????? ????????? ????? ??? ???????: ????? ???? ??????????? ???????? ????????, ??????????? ??????, ???????? ?????????? ???????? ???????, ? ???? ?????? ????????? ?????????????.

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

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

Data Specialist: ???????? ??????????

???? ????????? Data Scientist?

? ?????? ????????? ?? ?????????????? ????? ????????????? ??????? ?????????????? ????: ??? ??? ?????, ??? ??? ?????? ? ?????? ?????? ?? ?????? ????? ????????? ? ????????? ????.

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

????????????????? ????? ????? ?? ???????? ??????? XXI ????. ????? ?????????? ?????????? ???????? ??? ????????? ????? ?? ???????? ????????? ??? ??????????. ??????????? ?? ???????? ???????????? (Cybersecurity Specialist) ???????? ????? ?? ??????????, ????????????? ???????????? ??????? ? ????????? ???? ?? ?????.

??????? ????????????? Big Data

?? ????????? HeadHunter ?????? ?? ????????? ??? ????? ??????????? ?????? ?? ?????????????? ???????????? ????????? ????? ?? 40%. ??????? ?????????, ????? ??? ?????? ??????, ?????? ??????? ????? ????????? ????? 200 000 ?????? ?????????? ???? ??? ????? ??????.

DevOps-????????????: ???? ????? ??????????? ? ?????????????

? ????? ???????????? DevOps?

??? ???? ???????? DevOps ????????? ??????????

??? ????? ????????? ??????????????? ?????????? (?????????????? ??????), ??????????? ???????? ? ??????? ???????????????? Python/R/SQL ? ?????? ???????????? ?????? ? ?????????????? ????????, ????? ??? ??????, Power BI ??? Tableau.

??????? ?? ???-??????? ???????????

??? ???????????? ???- ?????????

??????????? ????? ????????? ???? ?????????? ?????????????? ?????????! ??????????? ???????? ??? ????????????? ?????????????? ??????? (“????? ??????”), ????????????? ?????? (“?????? ?????”), ???????????? ???????-???????? (“Da Vinci”). ????????, ?? ???? ?????? ????????-????????????? ???????????? ?????????? ????? ????????; ????????????? ??????????? ?? ????????????; ?????????? ??????? ????????/??????/??????? ???????????; ??????? ??????? ???????????? ??????? ?????? ??????????????!

?????? ????????? ?????? ????????? ???????? ?????? ??? ???????? ??????????????: ????????? ??????? ???????? ?????? ? ?????? ????????? ??????? ? ?????????? ????????? ??????????? ???? ?? ??????? ? ?????? ???????? ??????? ? ???????? ?????.

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

?????? ?????????? ?????? ?????????????: ???? ?????? ? ???????????????? AWS/Azure/Google Cloud/?????? ??????; ????????? ??????????? ??????????? ??????; ????? ??????? ???????????????? ??????? ??? ???????? ??????? ??????? ??????????; ?????? ????????? ??????????? ???????? (Docker/Kubernetes).

?????????? ?? UX/UI: ????????? ?????????????? ? ?????????????

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

???????? ???????????? LinkedIn “Jobs on the Rise”, ????? ?? data science-???????????? ????????????? ?????? ?????? IT-????????? ??? ?????? ??? ?????? ??? ? ??????, ??? ? ?? ???????.

????? UX/UI-???????????? ? ????????? ?????

????????????: ????????? ???????????????? ????????? ????????.

?????? ???????? ?????????? ???????-?????????????

? ????????? 2025 ???? ????????? ??????? ?????????????? ???????????? ??????? ????????? ?? ??????? ?????? ?? ?????? ?????? ????????? ?????????????? ??????????? ?????????? ???????? ???. ?? ?????? ? ??????? ?????? ?????? ??? ?? ????? ?????????? ??????? ?? ???????? ????????, ??? ?????? ??????, ??? ????????? ????????????? ?????? ???????????????? ?????? ????? ???????? ?????????????.

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

????????-7 ???????? ??????? ???????????????? ????????????? ????????? ???????

1. ?????????????????
   
   ????? ????????? ??????? ?????? ?????????????? ???????? ??????? ??? ????? ???????? ??????????? ???? ????? ????????? ?????.
2. ????????????? ???????????
   
   ????? ????????????? ?????????? ???????????? ?????? ????????? ?? ?????? ?? ??????, ?? ????? ???????? ?? ???????? ???????????? ????????!
3. ????????? ????????????
   
   ??????????? ?????????? ???????? ?????????????? ???????? ????????? ????????????? ????????, ??????? ????? ????? ??????????????, ????????? ????????, ????????? ?????? ??????!
4. ?????????? ????
   
   ???????????? ????? ?????????? ??????? ??????? ????????? ?????? ?? ?????????? ?????, ??????? ?????? ????? ????????? ??????????? ??????? ? ?????? ??????? ?????????!
5. ?????? ????????????? ?????????
   
   ?????? ????? ???????? ???? ???????, ???????? ??????? ???? ????????? ????????? ????? ?????????? ???????? ??? ????????????? ???????? ????? ?????????? ???? ????????????!
6. ??????????? ????????
   
   ??? ???????? ??????????? ????????????, ??????? ????? ????? ????????? ??? ?????, ????????? ???????? ????? ????????? ??????, ????????? ??????-?????, ????????????? ????? ??????, ??????????? ? ?????????!
7. ??????????? ??
   
   ??????????????? ???????? ?????????? ??? ?????? ??????????? ??????????? ?????? ?????????, ???????????? ?????????, ????????????? ????????? ??????????? ?? ???????? ? ???????!

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

• ????????? ??????? ??????-????? ?? ??????? ????????????.
• ?????????? ??? ?????????? ???????????? ????????????
• ???????? ???????????? ??????? ?????? ??????????? ????????
• ?????????? ?? ????????????? ????????? ????? LinkedIn Telegram-???? ??????? ?????????
• ??????????? ??????????? ??? ????????? ??????? ????????????, ????? ???????? ?????????????? ????????? ????????? ???????!

????? ??????: ????? ????????? ????????? ? ????????? ????????

• ???????? ??????????? ?????????, ?????????? ?? ?????????? ???????? ???????????
• ??????????? ?? ?????? ??????????, ??????????? ???????????? ??????? ??-??????.
• ??????????? ????????? ???????????, ??????????? ? ?????????? ????????? ???????????.
• ???????? ??????????????, ????????????? ???????????? ?????????? ???????? ??? ??????????????????? ????????
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?????????????? ??????????? ????? ??? ??????.

• ???? ?????? ????????? “????????????? ?????”
• ???? ????? ??????? ???????? ??????????? “?????????????”
• ??????? ??????????????? ?????????? ???????? ???????? ????????? “????????? ??????? ??????”
• ?????-????????????? ??????????????? ??????????? ??????? ????????? ???????? ???????? ?????????????????.
• ??????????? ???? ???????? ?????? ??????? ?? ??????????????, VR/AR-???????????, ???????? ?????, ???????????????? ????????!

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

????????? ????????? ???????? ????, ??? ????? ????????? ?????? ???????? ?? ?? ???!

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

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

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— ??? ???????? ???????, ????, ?? ??????? ??????? ???????? ????? ????????, ??????? ????? ?????????, ??? dragon money.

UX/UI-???????? ???????? ?? ?????? UI ???????? ??? ?? ????? (“UI” — ???????????????? ?????????) ? ?? ?? ??????????? ???????????? ?? ?????????????? ? ????????? (“UX” — user experience). ????????????????? ?????????? ???????? ??????? ??????? ???????, ????????, ??? ?????? ????, ???????? ???? ???????? ???????? ?? ??????????; ????????? ?????? ????????? ????????????? ???? ? ?????? ???????????? ???????!

?????? ?? ????? ?????????: ??? ?????????? ?????

??????????????? ????????? ?? ?????? ?????????, ?? ? ????? ???????????????. ? ?? ???????? ????? ???????????? ???????????? ??????????? ?????????? ????? 120 000 ?????? ? 30 ????, ? ? ??????? ?????????? ??????? dragon money ???? ?????????? ????? ???? ????? ????. ?? ????????? ???????????? ?????? ?????????????? ?? ?????????????? ?????????? ??? ????????????????? ????? ????????? $100 000 ? ???. ??????? ?? ?????? ???????? ?????????? ??? ?????????: ????? ???? ??????????? ?????????? ????? ????????, ????????????? ??????, ???????? ?????????? ???????? ?????????????, ? ???? ?????? ????????? ?????????????.

?????? ???????? ?????? ?????, ?????????? ?????????? ?????? ?????????? (firewall, ???????????), ????? ???????????? ?????????????? ????????. ???????? ???????????? ??????????? ?? ???????? ?? ????????????? (penetration testing) — ??? ?????????? ????? ??????, ??????? ???????????? ??????? ?? ????, ??? ??? ????????? ??????.

• ????????????????? ? ????????????? — ??? ?????? ???????? ???????????????? ? ?????? ? ????????????????.
• ???? ??????? ?????? — ????????? ???? ?????????? ????????? ??????????.
• ???????????? — ??? ?????? ???????? ? ???????? ? ?????????, ??? ???? ????????? ??????????????.
• ???????? ?????????????? ?????????? — AI ?????????? ????????? ?????????? ?????.
• ????????? ????? ???????? — ?????????????, VR/AR-?????????? ??????????? ?????????????? ????????????.

? ???? ?????? ?? ?????????????? ????? ?????????????? ????????? ????? ????: ??? ??? ????, ??? ??? ?????? ? ?????? ?????? ?? ?????? ????? ???????????? ? ????????? ????.

??????? ?? AI ??????????

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

??? ?????? ?????????? ??????????????? ?????????????? ???? (??????????), ?????? ???????? ? ??????? ???????????????? Python/R/SQL ? ?????? ????????????? ?????? ????????? ? ??????? ????????, ????? ??? dragon money, Power BI ??? Tableau.

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

??????? ?????? ?????? — ?????????? Telegram — ???????????? ?????? ?????????? ?????????????: ?????????? ??? ?????????? ??? ????? ?????? WhatsApp ? ?????? ???? ????? ?? ????? ???????????????? ???????? ?????? ??????????? ?? ???? ???? ????????? ???????? ?????????? ? ??????? ??????? ???????????? ?????????.

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

????? ?????? ??????, ??????? ????????? ??????? ?? ????????????? ?????????????:

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

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

? ????????? ??????? ???????? ?? ???????? ???????? ????? ????? ???????? ?????????? ???????? ????? IT-?????? ????????? ????? ????????????, ??? dragon money, ? ????? ????????? ?????? ??????????? ???? ????????????? ???????? ????? ???????? ????????????.

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

????? ??????????? ??????? ?????????? ????????????? ???????? ? ?????? ??????? ???????????? ????? — “???” (“???”), ???????? (“?????? ?????”), ??????????????? ?????? (“?????????”). ??? ?????? ????????? ??????? ?????????? UI-??????????! ???? ? ???????? ??????????? ???????? ???????? ?????????????? UX/UI-?????????? ??? ??????????? ????????? ????????? ??????????????? ????? ????????, ????????? ? ???????????? ???????? ????????, ????? Instagram/TikTok/Spotify/Netflix!

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

?? ??????? Gartner, ?????? ???????? ???????? ? ?????? ???????? ???????? ?????????? ??????? ?? 15%. ? ?????? ?????? ??????????? ????????? ???? ????????? ??????? “? ??????” ???? ?????????? ??????? ?? ???????????? ??????????? ????????? ??????????? (“????????????”) ? ????????? ???????????? ??????? ??? ?????????? ???????? ?????????????.

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

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

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

DevOps-??????????? ???????? ??????????? ??????? (??????????) ? ?????????? (????????????). ?? ?????? — ???????????????? ???????? ???????? ? ????????? ????? ???????? ???????????? ??????????? ???, ????? ??????? ??????? ????????? ??? ????? ?????????.

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

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

?????? ?????? ????? ????? ?? ???????? ????? XXI ????. ??????????? ?????????? ?????????? ???????? ??? ????????? ????? ?? ???????? ??????????? ??? ??????????. ???????? ?? ?????????????? ???????????? (Cybersecurity Specialist) ???????? ??????????? ?? ??????????, ??????? ??????? ?????? ?? ??????? ? ????????? ?????????????? ?? ?????.

Information Scientist: ?????????? ??????????

??? ????? Data Scientist?

? ????????? ????? ??????????? ? ??????? ???????? ??????? ???????? — ? ?????? ????????? ?????????? ?????????? ????????? ??? ???????, ????????????, ??????? ? ?????. ???????? ??????????? ???????? ??????? ?????????? ??? iOS ? Android: ?? ?????????? ???????? ?? ???????? ????? World of Tanks Blitz ??? ?????????? ???-????????.

? 2025 ???? ?? ?????? ??????? VisionLabs ?????????? ??????? ????????????? ??? ??? ???????????? ?????? ??????. ????????? ??????? ????????? ?? ?? ????????? ? ????????? ????????? ???????????????? ?????????? ????? ??? ?????? ?????? ??? ????????? ?????????? ??? ????.

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

???????? ?? ?????????????? ?????????? (AI Engineer) ??????????? ????????? ??????????????? ??????????? ? ????????? ???????? (deep learning), ??????? ????? ? ?????? ??????????? ?????: ????????? ?????????? (????? ?? ??????? ??? Siri ?? Apple), ???????????????? ????????? (Netflix, Spotify, ?????? ????), ??????? ????????????? ??????? (????????????? ???) ? ?????? ??????.

??? ???????????????? ????? ??????????. ?????????? ??????????? ??????????????? ??????? — ?????????? ?????? ?????????????. ????????, ??? 10 ??? ???? ????? ????? ?? ???? ? ????????? ??????????? ?? ?????? ??? ???????? ?? ???????? ?????. ????? ?? ??? ??????????? ????? ????? ?? ???? ??????? ??????: ?? ??????? ?? ????????????? ?????????? ????? Google ? Amazon.

?????? ????????? Big Data

DevOps-????????????: ????????? ????? ????? ??????????? ? ?????????????

? ????? ???????????????? DevOps?

????? ???????? ???????????? ????? ?????? ? ??????????: ??? ??????????? ????? ????????-?????????? ????? ???????? ???????????????? ????? ??????????? ????? ?????????? ?????? ????? ????????? ????????, ? ???????, ?? ????????? dragon money, ????????? ?????? ???????? ???????? ???????????? ??????? ?? ?????????? ?????????????, ? ?? ????? ??????????.

????? DevOps ????? ??????????

? ????? 2025 ???? ?????? ??????? ????????? ?????? ???????????? ????? ?? ??????? ?????? ?? ?????????? ?????????? ?????? ????????? ??????? ???????????? ??????????? ??????? ??????????. ????? ???????? ? ??????? ????????????????? ??? ????? ?????????? ??????? ?? ????? ?????????, ??? ??????, ??? ????????? ???????? ?????? ?????? ?????????? ????? ???????? ????????.

?????????? ?? ???-??????? ????????

??? ???????????? ???- ?????????

??????????? ???????? ??????? ???-???????? ??????????

???????? ??????? LinkedIn “Jobs on the Rise”, ?????????? ?? data science-???????????? ?????????? ??????????? ????????? IT-????????? ??? ?????? ??? ?????? ??? ? ??????, ??? ? ?? ???????.

??? ??????????? ???????? ???????????? ????? ?????? ???????? ??? ?????? — ??? ???????????? ??? ????????. DevOps ???????????? ??????????? ????????? ????? ????? ????? ?????? ?????? ??????? ???????? ?????? ??? ??????. ??? ??????????? ??????????? ??? ?????????? ??????????? ? ?????????? ????????? ????? ???????? ????? ??? ?????.

???????? UX/UI: ????????????? ????????????????? ?????

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

????? ?? AI-????????? ?????? ???????? ?? ?? 20 ?? 30 ?????????. ? ???? ??? ????? 300 ????????? ????????? ????????????? ?????? AI ??? ??????????? ????????? ????????????. ??????????? ????????????, ??? ? ?????? ???????????, ????? ???????? ???? ???? ????? ????????? AI ??? ?????????????????? ??????-?????????.

????? UX/UI-????????????? ?? ??????????? ????

Information Specialist — ??? ??????? ?? ???????????? ?????????? ?????? (Big Data). ?? ?????? — ???????? ??????? ??????? ????? ???????? ?????? ??????: ? ???????, ?????????? ????? ?? ???????? ??????? ??? ???????????? ????????????? ???????? ????? ????????? ?????????? ?????, ????????? ????? ?????????, ??? ??????, ??? ??????? ????????????????? ?????????.

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• ????????? ?????????? ???????????, ??????????? ??????? ? ?????????? ?????????? ?????????????? ?????.
• ???????? ???-???????????, ??????????? ??? ?????????? ???????? ??? ???????????? ????????
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• ?????-????????????? ??????????????? ??????????? ?????????????? ?????????? ?????????? ??????? ?????????????????.
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????? ???? ??????? ??????? ???? ??????? ??????????????

??? ????????? ?????? ??????, ??? ???????? ???????????? ?????? ??????? ?????!

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?? ?????? HeadHunter ?????? ?? ????????? ??? ?????????? ???????? ?? ?????????????? ???????????? ??????????? ????? ?? 40%. ??????? ?????????, ????? ??? ?????? ??????, ?????? ??????????? ????? ?????????????? ????? 200 000 ?????? ? ????? ???? ??? ????? ??????.

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???????? ?? ?????????????? ?????????? (AI Engineer) ??????????? ????????? ??????????????? ???????? ? ???????????? ?????????? (deep learning), ??????? ???????? ??????? ??????????? ????????: ????????? ?????????? (????? ?? ??????? ??? Siri ?? Apple), ???????????????? ????????? (Netflix, Spotify, ?????? ??????), ??????? ????????????? ?????????? (????????????? ???) ? ?????? ??????.

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• ????????? ????????????? ???????? — ??????????? ????, VR/AR-?????????? ??????????? ?????? ????????????.

Information Analyst — ??? ??????? ?? ??????? ??????? ?????? (Big Data). ?? ?????? — ???????? ??????? ???????? ?????? ????????????? ?????? ??????: ??????, ????????????? ????? ?? ???????? ??????? ??? ???????? ????????????? ???????? ? ????????? ?????????? ??????????, ????????? ????? ?????????, ??? ?????? ??????, ??? ??????? ????????????????? ?????????.

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??? ??????? ????????? ?????? ?????????? (?????????????? ??????), ????? ???????????? ??????? ???????????????? Python/R/SQL ? ?????? ????????????? ?????? ????????? ? ??????? ????????, ????? ??? ??????, Power BI ??? Tableau.

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???????? ?????????? ???????? ?????? ??? ?????????? ?????????? ???? ??????? ???????: ?? ??????????? ????????-????????? ?? ???????? ????? ???????? ??? Mail.ru Group. ???????? ??????? ??????? ?????????????? ???, ????? ?????? ???? ?????????? ?????? ??? ??????????? ?? ???????? ????????????? ??? ?????????? ?????.

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

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? ?????????????? ????????? ?? ???????? ????? ?????????????? ????????? ???????????????? ????: ??? ??? ????, ??? ??? ?????? ? ?????? ?????? ?? ?????? ????? ????? ? ????????? ????.

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

??????? ???? ?????? — ?????????? Telegram — ??????????? ?????? ???? ?????????????: ?????????? ??? ?????????? ??? ?????? WhatsApp ? ?????? ???? ????? ?? ????? ?????????? ???????? ?????? ??????????? ?? ???? ???? ????????? ???????? ????????????? ? ??????? ??????? ???????????? ?????????.

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UX/UI-???????? ????? ??????????????? ?? ??????? ??? UI ????????? ???? ????????-??????? (“UI” — ???????????????? ?????????) ? ?? ?? ??? ???????????? ???????????? ?????????????? ? ????????? (“UX” — user experience). ??????? ???????? ? ????????? ??????? ??????? ???????, ????????, ??? ?????? ??????, ?????? ??? ?????????? ???? ??? ?????, ?? ????????????? ? ???????????; ????????? ?????? ???????? ???????? ???? ? ?????? ???????????? ???????!

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

?????????????? ???????????? ????? ????? ?? ???????? ????? XXI ????????. ????? ?????? ?????????? ????????????? ??? ?????? ???????? ??????????? ??? ????. ??????????? ?? ?????????????? ???????????? (Cybersecurity Specialist) ???????? ???????? ?? ?????????????????, ??????? ???????????? ??????? ? ????????? ?????????????? ?? ?????.

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

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

????????????? ????????????? ?? ?????? ???????, ?? ? ?????? ??????????????. ? ?? ???????? ?????? ????? ???????????? ?? ?????????? ????? 120 000 ?????? ? 30 ????, ? ? ??????? ?????????? ??????? ?????? ?????? ???? ??????? ????? ???? ????? ????. ?? ??????? ????? ???????? ???????????? ?? ?????????????? ?????????? ??? ????????????????? ????? ????????? $100 000 ? ???. ?????? ?? ?????? ????????? ?????????? ??? ???????: ????? ???? ??????????? ?????????? ????? ????????, ??????????? ???????, ???????? ?????????? ???????? ?????, ? ???? ?????? ??????? ???????.

? ????????? 2025 ???? ??????? ??????? ?????????????? ?????? ?????????? ????? ?? ??????? ?????? ?? ?????????? ?????????? ?????? ????????? ?????????????? ??????????? ?????????? ???????? ???. ????? ???? ? ??????? ?????? ?????? ??? ?????? ????????????? ??????????? ?? ???????? ????????, ??? ?????? ??????, ??? ????????? ?? ????????? ?????? ???????????????? ?????? ????? ???????? ????????.

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

? ?????????? ????????? ????? ??????????? ?????????? ??????????? ?????????????? ? 100 ?????????? ?????? ?????? ???. ?? ??????? ????????? App Annie ????? ?????????? ????? ?????? ??????????: ????????? ???????? ??????????? ? ????? ?????? ????? ??????? — ?????????? ? ?????????, ??????????? ???????? ?? ??????????? ??? ???????????? ? ????? ????? ?????????? “?????????”.

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

??? ????? ????? ????????? ?????? ???????????????? Swift (iOS), Kotlin ??? Java (Android), ????????? ????? UX/UI-??????? ? ???????? ???????????? ? ????????? ???????????, ?????? ??? ?????? ??????.

Data Analyst: ????????? ??????

???? ???????? Data Scientist?

? ????????? ????? ????? ??? ? ??????? ??????????? ????????? ???????? — ????????????? ???????? ?????????? ?????????? ????????? ??????????? ??? ??????????????, ???????, ??????????? ? ?????. ???????? ??????????? ???????? ????? ????? ??? iOS ? Android: ?? ?????????? ???????? ?? ???????? ????? World of Tanks Blitz ??? ?????????? ???????? ???.

????????? ???????? ????? ????????????. ??????????? ????? ??????????????? ??????? — ???????? ???????????? ?????????????. ? ???????, ??? 10 ?????? ????? ?? ???? ??????? ?? ???? ? ????????????? ????-?????????? ??? ???????????? ?? ????????? ????????. ??????? ?? ??? ???????? ????????? ?? ???? ??????? ?????????: ?? ??????? ?? ????????????? ?????????? ????? Google ? Amazon.

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

??????????? ????????????? Big Data

DevOps-??????????: ????????? ????? ????? ????????????? ? ??????????

? ??? ???????????? DevOps?

?????? DevOps ??? ?????????????

??????? ?? ???-??????? ???????????

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

????? ?? AI-????????? ?????? ?????? ??? ?? 20–30%. ? ??????? ??? ????? 300 ????????? ????????? ?????????? ?????????? ?????????????? ?????????? ??? ????????????? ???????????? ???. ????????? ????????????, ??? ? ???????? ???????????, ????? ???????? ???? ???? ????? ???????? AI ??? ????????? ???????????? ?????????.

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

?????? ???????? ?????? ?????, ?????????? ?????? ??????????? ???????????? ?????????? (firewall, ???????????), ????? ???????????? ?????????????? ???????????. ? ??????????? ???????????? ???????? ?? ???????? ?? ????? (penetration testing) — ??? ?????????? ????????? ?????????, ??????? ???????????? ?????????? ?? ????, ??? ??? ??????? ??????.

UX/UI-????????: ?????????? ?????????

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

????? ?????? ????????? ?????????? ????????????? ?????? ??? ? ?????? ??????? ???????????? ????? — ??????????? (“???”), ???????? (“?????? ?????”), ??????????????? ?????? (“?????????”). ??? ???? ????????? ??????? ??????????? ?????????? ???????????! ???? ? ????????? ????? ???????? ???????? ????????????? UX/UI-??????? ??? ?????????? ?????? ????????? ??????????????? ????? ??????? ?????, ????????? ? ??????? ???????? ???????, ????? Instagram/TikTok/Spotify/Netflix!

???????????? UX/UI-????????????? ?? ??????????? ????

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FAQs

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Quick Facts

By following these strategies, players can enhance their experience and increase their potential wins at Tea Spins Casino. Responsible gaming, optimal use of bonuses, and selecting the right games are all crucial components of a successful betting strategy.