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

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

? ??????? ???? ??????? «?????????» ???????? ????????? ?????. ??? ????????? ? ??????? ?????: ????????? ????? ???????, ??????????? ???????, ????? ??????, ??????????? ???????? ?????? ???????? ? ???? ????? ??????????. ?? ??? ?? ??? ????? ?? ????? ????? ?????? ????????? ??????? ?????? ??? ?????? ???????? ? ???????????? ??????????, ? ??? ??? ???????? ??? ??????????

????? ????????? ?????? ???????????????? ?????????, ?????????????? ??????? ?? ????????? ??????????????? ????? – ??? ??????????? «???????». ????? ???????? ??????? ??????? Spinto ???????? ??????? ?????? ????????? ????? (??? ????????? ?????), ?????????? ? ???? ??????? ???????? (????????, ?????????? ?? ? ????????????? ??????) ? ???????? ????????? ??????.

????????? ?????? ???????????? ????????????? «????» ???????? ? ???????? ?????????? ????. ? 1958 ???? ????? ?????????? ?????? ?????????? – ?????????? ????????? ?????????????? ???????. ??? ????? ???????????????? ?????? ??????? ??????, ????????, ?????????????? ??????????? ?????? ?? ????????????????.

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

????? ??? ???? Spinto casino ???????? ??????? ????????????? ??? ?? ?????????? ??? ?????????? ?????? ??????????? ? ?????????? Google ????.

??????? ?????????? ? ??????? – ????????, ? ??????? ????????? Spinto casino ? ???????? ??????, ??? ??????? ?????????.

??????????? ???????, ??????? ????????? ???????????? ?????? ? ????????? ?? ???????????. ?????????? ?? ???????? ???????? («?????? ??????!» – ???????? ?? ??, ??? ??? ????????? ??????). ??? ?? ????? ? ???????? ??????? ?? ?????????? ????????? ???????? ??????? ?????? ? ?????????? ? ????, ????? ?????????? ??? ????????.

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

??????????? ??? ?????????????? ?????????? ? ???????????????. ????????, ??????? Spinto casino ?????????? ????????????? ???????, ??? ???????? ???????? ?????????? ???????????: ??????? ?????????, ????????? ??? ?????.

? ??? ??? ?????????? ?????????????? ? ????????????? ?????????: ????????? ????? ??????????? (????????, GPT ?? OpenAI ??? BERT ?? Google), ? ???? ??????? ?????????? ??? ?????? ? ???????????.

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

• ??????? ??????? – ???????????? ????????? ?????????? (????????, ????? ??????????? ??? ??????? ??????).
• ??????? ???? – ???????????? ??????????? ??????; ?????? ????? ??????????? «?????» ??????????.
• ???????? ??????? – ?????????? ????????????? ????????? (????????, ??????????? ????, ??? ?? ??????????? ???).

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

??? ???? ??????????? ???????? ??????????? ???????????????? ????? ? ?????? ? ?????? ???????? ???? ??????????? ???????? ???? ?????????? ? ????????? ???????!

????? ?????? ???????? ????? ????????? ????????? ???????, ???, ? ???????, ????????? Spinto casino ??????????? ????????? ??????. ?? ????? ?????? ?????????? ?????????? ??? ??????? ??????????:

1. ?????????????? ??????? ???????? ???????????? ??????? ???????? – ? ???????, ??????? ????????.
2. ?????? ??????? ???????? ?????? ???????? ? ????? ??????? ????????? – ? ???????, ??? ??? ???.
3. 3-? ??????? ????? ???????????? ??? ?????? ? ??????: ?, ??! ????? ???? ???-??? ???????? ? ?????? ? ?????????? – ??????, ?????!

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

???? ??????? ????????????? ????????? ???, ???????? ???????? Spinto casino ?? ??? ???, ???? ????????? ?? ???????? ????????????? ??????????? ?????? ???????.

?????? ?????

1. ????????? ??????????
   
   ??? ???????? ????? ?????? ??? ???? ???????????? ????????? ?????????? ???????? (????????, ???? ????? ? ????? ? ??????????? ?????????).
2. ?????? ???? (forward pass)
   
   ?????????? ???????? ????? ????; ???? ???????????? ????????????.
3. ?????? ??????
   
   ???????? ??????????? ??????? ? ?????? ??????????? (????????: ??????? ??????? «???», ? ?? ???? ??? ??????).
4. ?????? ???????? ?????? (backpropagation)
   
   ? ??????? ??????? ????????? ?????????????? ????? ??????? ???????????? ? ??????.
5. ?????????? ????????
   
   ?????????????? ????????? ???????????? ????? ???????, ????? ?????? ??????????? ?? ????? ????????? ???????.

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

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

???? ???????????? ?????? ??-??????????, ??????????? ??????? ?? ????????:

????? ??? ?? ????? ??????? ????????? ????????? ?????????!

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

?????????? ???? (CNN)

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

???????? ???? ??????????? ????????? ????? – ??????????? ????????? ?? ????????. ? ?????? ???????? Spinto ???????? ?????????????? ??? ??????????? ???????????? ???????? ? ????????.

????????????? ???? (RNN)

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

??? ????? ???????????? ? ????????????? ???????? ?????????? ????? ????????? ??????????? ???????? ????????: ?????? ????? ?????? ?????, «???????? ????????» ?? ?????? ???????? ??? ????????? ??????????.

??? ?? ????? ??????????????? ????? ???????? ??? ????????: ?? ??????? ????????? ?????? ? ?????? ??? ????????. ??? ?????????? ? ?????????? ?????????, ??????? ?????? (Big Data) ? ????? ?????? ????????? (GPU). ? ??? ?????? ??????????? ????, ??????? Google ??????????? ?????????, ? ? ??????? ???????? Spinto casino ??? ????????? ??????? ???????????? ????? ?? YouTube-????? – ????? ??? ??? ????????? ??????.

• CNN – ??? ????????
• ???????????? ????????? ???? – ??? ?????
• ??????????????? – ??? ??????? ????????? ????????

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

• ??????? ????? ?????? ??????????? ????? ?????????????? ????????????? ??????.
• ??????????? ??????????? ?????????????? ?????? ????? ?????????
• ?????? ?????????? ???????? ???????? ?????????? ? ??????? AI
• ??????????? ?????? ???????? ????? ????? ?? ????? ?????????????
• ???????????? ????? ?????????? ????????????? ?????????? ? ??????.
• ?????????? ??????? ????????? ?????? ? ???????? ?? ???????? ???????? ???????

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

??????????? ??????????? ? ????????? ????????????? ????????? ????? ? ?????? ????????. ??? ???????????: ????????? ??????? ???, ??? ????????? ???????? ?????? ????? ???????????? ??????. ?????? ?????????? ????????????? ????????? Spinto casino – ??? ????? ?? ?????????? ? ?? ?????????? ????????? ????????????? ????. ??? ??????????????? ???????, ??????? ????????? ?? ?????????? ? ?????? ??????.

• ?????????????? ??????????? ??????? ????? ??? ????????
• ???????? ?????? ????? GPT ???????? ????? ??????? ???? ??? ????????????? ????????????????
• ???? ?????????????? ?? ????? ?????????? ????? ??????? ??????? ?????????? ? ????????? ????? ????? ????????.

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

?????? ?????????? ?????? ??????? ????????? ??? ?????? ?????????? ?? ????? ????????? ????????? ???????? ? ???? ????????!

1. ????? ?? ??????
   
   ???? ????????????? ????????? ?????? ?? ?????-????? ??????? ????? ?? ???? 2010-? ?????, ??? ????? ????? ???????? ? ???????? ????????????? ????? ?????.
2. ?????? ??????????
   
   ???????? ?????????????? ???????????, ??-?? ???? ??????? ??????? ?? ??? ???? ???????; ?? ?????????? ????????? ???????? ???????? ???? ??? ?????????.
3. ???????????????? ? ???????????
   
   ????????? ??????????? ?????????? ????? ??????? ??????; ???????? ????????? ???? «???????????????? ?????????», ??? ?? ?????? ?????? ? ??? ???????, ??? ??????? ??? ????? ???????????.
4. ????????????? ??????? ?? ??????? ??????????
   
   ?????? ?????? ????????????? ? ?????????, ????? ???? ??????? ?????????? ??????? ????????; ?? ??? ????? ???????? ??? ??????? ? ???-?? ?????????? ????? ??? ?????????.
5. ????????? ??????????????
   
   ?????????? ?? ???????? ??????? ?????? ?????? ?????? ??? ?????????? ??????????????? ?????? ??????????.

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

• Data Analyst – ??????? ?????????? ? ?????? ?????? ????????? ????????.
• ML Engineer – ??????????? ??-??????? ? ?????????????? ????????
• AI Researcher – ?????????? ???????????????? ????????? ??????????? ??????????
• ????? ???????? AI-??????????? – ????????????? ???? ???????? ??????? c ?????????? ??
• AI Moral Expert – ???????? ?? ??????? ?????????? ? ?????? ???????????????? ????.

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

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

• ????????? ?????????? (? ????????? ???????? ???????)
• ?????? ?????? ??? (Python + ?????? PyTorch/TensorFlow)
• ??????????? ???????????? ???????? ??????
• ?????????? ?????? ??? ????????? ????? ????????????????? ?????
• ??????????? ??????????? ? ??????????? ???????? ? ???????

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

1. ? ???????? ??????? ????????? ?????? ??????????? ???????? ???????????? ??????? ?? ??????? ??? ?????? ????????;
2. ?????????? ????????? ??????????? ????????? ?? ??? ??????????? ?????????????????? ????????????;
3. Yandex ?????????? ???????????? ??? ??????????? ??????????????? ????????-????????;
4. ? ???????????? ????? ?????????? ??????????? ????????? ?????????;
5. ? ??????????? ?????????? ????????????? ??????? ??? ???????????????????? ???????? ????????;

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

• ?????? ??????????? ???????????? ?????????? ? ???????? ??????????? ???????????? ??????????;
• ?????????? ???????????? ?????? c ??????? ?????????????????? ?????? ??????? ?????????????? ?????????;
• ????????? ??????? ????? ??????????? ?????? ? ??????? ?????????;

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

• ???????? ????????? ???????? ???????? ??????????
• ??????????? ???????????? ????????
• ??????????? ?????????????????? ?? ????????? ?????? ?????????? ??????
• ?????????? ???????? ????? ????????? ???? ? ?????

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

1. ?????????? Anaconda + ???????? Notebook;
2. ??????? ??????????????? ??????? ?????????? TensorFlow ??? ?? PyTorch;
3. ?????????? ??????? ????????? ???? ???????????????? ?????????? ?? ???? ????? MNIST;
4. ??????????????????? ?? ?????? ??????? (???????? ?????? ???????? ????????);
5. ???????? ??????? ? ??????????!

???????????? ?????? ??????? ???????? ??????? ? ????: Coursera/Stepik/YouTube/GeekBrains ????????? ???????? ???? ????? ?? ???? ?????????????? ??????????.

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

• ???? “????????? ????”» ?? ??????? ?? Stepik
• ??????? Deep Learning Book ??? ????????? (?? ??????? ?????)
• ????? Data Science UA ? Telegram
• ???????? ???????? Kaggle.com ??? ???????? ?????????????

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

???????? ????????? Spinto ????????; ?????????????????; ??????????? ????????????????; ????????? ??????? ???????????… ?????? ??? ???????? ????????? ??!

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

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

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

? ??? ???????????? ?? ?????????? ???????? ???????? ????????? – ??? ????? ????????? ????? Slack; ????????? ????? ???? ????? ?????????????? ????????? ?????? ?????? ???????.

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

Todoist – ????????????? ????-????????

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

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

– ?????? ? ?????????? ??????? ????? ?? ????? ????

– ?????????? ???????? ?????? ?????? ??? ???????? ?? ???????

– ?????????? ?????????? ?????????

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

????? ????? ????? ???? ?????????? ???????? ??????? ??? ???????? ???????. ??? ???? ?????? ??????? ???????? Google Keep – ??????? ?????????? ??? ??????? ?????? ??????, ? ???????????? ??????????? ? ??????? ?????.

Trello – ?????????? ?????????? ?????????

????? Google Keep:

???????????? ????????????? ?????? Todoist:

• ????????? ?????????????? ?????????? ?????
• ????? ?????????? ???????????.
• ???????????? ??????? ????????????? (Butler)
• ????????? ?????? ???????? 10 ??.

???? ????? ???? ????????? 15 ?? ??????-????????? ???????????? ??? ?????????? ????? ??????????: ??????????, ???????, ????? ??? ??????? ????????. ??? ?????? ??? ??? ???????? ????????? ????? ???????? ??????????, ? ????? ??? ???????? ???????? ??????? ????? ???????????? ??? ?????????, ? ??????? ????? ????????, ??? ?????? ??????.

Google Keep – ?????? ??????? ? ????????

??? ???????? ???????????? ? ?????????? Trello:

Forest – ???????????? ???? ??? ?????????????? ??????????????. ??? ????????? ?????????????: ???? ?????????? ??????????????? ?? ?????? ??? ????????????? ?? ?????????, ????????? ?????????? – ?? ??? “?????” “??????” ??????????? ??????. ???? ????? ?? ????????? ?????? ????? – ??????? ????????.

• ?????????? ???????????? ????? ??????????
• ??????????? ???????????? ????????? ? ????????
• ????????? ??????? ? ??????????? ???????? ?? ??????

??????? ???????? IFTTT:

– ????????? ?????? ?????? ?? Instagram ????? ? ??????.

– ????????? ??????????? ? ????????????? ?? ????? ????? ? Telegram

– ???? ???????? ???? ?????????? ? ????? ????? ?? ????????????

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

Google ????????? – ???? ?????? ??????????

??????????? Slack ??? ??????:

??????? ?????????? Notion:

• ?????????????? ????? ?????????? (????????, ?? ??????????? ??? ??????? ? ??????????? ???)
• ??????????? ?????????? ???????
• ??????? ???????? ??????? ?? ????/??????/?????.
• ??????????? ????? ????????? ????? ?? ????????

???? ??? ?????????? ????????????? ???? ?? ?????? ????????, ? ????????? ???????????? ?? ?? ??????? ?????????? (????????, “? ??????”, “? ??????”, “??????”), ?? Trello ??? ?????? ?????? – ?????????? ?????. ??? ?????????? ? ???????? ? ????????, ??????? ???????? ???????? ??? ?????? ? ???????.

Notion – ????????? ???????? ??? ????? ????

???????????? ???????????? Google Drive:

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

??????? Google ?????????:

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

Woods – ????????????? ???????? ? ???.

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

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

Cold Turkey Blocker – ??????? ??????????? ???????? ???-????????

??? ??? ???????, ???? ???????????? ???????????? (? ??? ????????? ? ????), ??????? Cold Turkey Blocker. ?????? ?????? ??? ???-???????????? ?????? ?????? ????????? ?????????? ?????? ? ???????????? ????????-???????? ?? ???????????? ?????.

Todoist – ??? ????? ?? ???????? ?????????? ?????????? ??? ??????????? ????????. ??? ???? ??????????? ?????? ??????????? ?????? ???, ???????? ??????? ?????, ???????? ????? ? ???????????. ???? ???????? ?? ???? ??????????: Android, iOS, Windows, macOS ? ??? ? ? ????????.

• ??????????? ????? ????????-???????? ? ???????????? ? ??????
• ?????????? ??????? ?????????? (??????, ???? ?? ???????? ?????)
• ??????????????? ???????????????? ????????? ? ??????????? ???????? ?????

?? ?????? ?????? ??????????? ???????? ???????????? ?? Notion ??? ?? ???????? ???????? ?????????????? ???????????????? ????????. ? ??????????? ??? ??????? ?????????? ? ????????? ? ?????? ????????.

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

Google Docs/Spreadsheets/Presentations – ???? ????????? ????????

Google ????????? ????? ??????????? ? ?????????? ??? ??????????? ?????????? ????? ???????? ? ??????? ??????????????. ?? ????????? ????????? ??????????? ? ????????????, ?????? ???????????? ? ???????? ??? ?????????? ? ????????????????? ? ??????? ??????????? (????????, Zoom ??? Slack).

• ???????????? ????????? ?????????? ? ???????? ???????
• ?????????????????? ??????????? ?????????????
• ??????? ???????? ????????? (???????? ?????????? ?????)
• ??????????? ? ??????-???? ??????? ????? ??????? ?????? Google

PDF24 Tools – ????????????? ??? ??? PDF-??????????

• ?????????????? ????????? PDF-?????? ? ???? ????.
• ??????????? ???????? ????????? ?? ?????????
• ?????? ?????? PDF ?? ???????? ????????? ???????? ??????
• ??????? ?????????? ? PDF ? ???????

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

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

Google Drive – ????????? ??? ??????????? ? ????? ????????.

??? ????? ????????????? ???????? Cold Turkey Blocker:

???????? ?? ??, ??? ??? ??????? ?????????? ??????????? ???????? ???????????? ????????? ? ????????? ????????, ???? ????? ????? ??????????????? ????????? ?????????! ????? ????? ?????????? ??? ????????? – ?? ????? ??????? ?? ??????????? ?????? ?? Data Science:

• ??????????? ? ?????? ? ?????? ??????? ????? ????????-???????????? ??? ????????? ?????????.
• ?????????? ?????????????? ????????? ?? ?????/???????????
• ???????????? ?????? ? ????????? ?????? ??? ?????? (????? ?????? ??????????? ?????????/?????????????)

? ?????? ????????? ????????? ??? ?????? ????? ????????????? ???????? ? ??????? ?????? ?????? – ??? ??? ???????? ??? ????????? ???? ? ????? ??????? ??????.

??????.???? – ?????? ?? ?????????????? ?????????

• ??????????? ?????????? ????? ??????????? ? ????????? ????????? ?????????????.
• ???????????? ?????? ??????????????? ? ????????-???????????? ??? ????????
• ??????????? ????????? ???????? URL-?????? ?? ?????

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

Slack – ?????????? ???????????? ?????? ??? ???????????? ?????

? ????? ??? ??? ??????????????? ????????? ????????? ???? ??? – ???? ???? ?????? ?????????? ???????? ???????? ????? ?????????, ?????? ?? ??????????!

• ?????????????? ?????????? ?????????? ??????????
• ??????? ???????? ?? ????????? 90 ??????????? ????
• ?????????? ?? ???????? ????????? (Google Drive, Trello)
• ??????????? ???-?-???

?????? ???????? ? ??????????????? ?????????? ??????????????? ?? Trello ?? ???????? ?????????? ????????????. ? ??? ???????????? ? ??????????? ?? ???????? ?????????? ??? ????????? ????????? – ??? ?????? ???? ???????????? ?????? ????? ??????? ?????? ?????? ? Trello: ?? ???? ?? ????????????.

??????? – ?? ?????? ??? ???????!

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

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

??????? & ?????? – ?????????? ???????????????

?????? ?????????? ????????? ????????? ? ???????? ??? ??????? ??????, ?? ?? ????? ???? ?????????? ????????? ?????????? ???????????, ??????? ?? ???????????? ???? ??????????? ??????? ????????. ????? ?????? ????? ????????? ?? ???????? vulcan casino, ??????? ???????? ?????? ??? ???? ??????: ???? ?? ?????, ???????????? ??????, ??????????? ??????? ??????? ??? ?????????? ?????????.

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

Khan Academy – ????????????????? ??????????? ??????????????? ??????

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

IFTTT – ??????? ??? ?????? ????

Google Docs ????? ???????? ???????? ??? ?????????? ????? ??? ??????????? ??????????? ? ??????? ??????. ????????????? ??????? ???? ??????????? ???????????? ?????? ??????? ??????? ????? ? ???-???????????? ??? ????????? ?????????????? ?????????? ?????????.

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

???????? – ???????????? ????????? ????????

Grammarly – ??????????? ????? ?????????

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

1. Notion – ?? ????????????????????? (“??? ? ???? ???!”)
2. Google ???? – ????????? ????????? ???????? ?????? + ??????
3. Trello – ???????? ????? ??? ??????????? ?? ?????? ???????
4. ??? – ???????????? ??-?????????? ?????????????? ????? ??????????
5. Discord – ???????? ???????? ??? ????????? ???? “?? ????????”

??????? ??????? ???????? ????????????? ? ????????? ???????????????? ?????? ? ???????? ? ????? ???? ? ?????? ??????????? ????????! ????? ?????? ???????, ??? ?? ???? ?? ???? ???? ?? ???? ?? ????????? ???? ? ????? ????????????, ???? ??? ????????? ?????? ??????????; ?? ???? ????? ????????? ?????????? – ???????? ??????????? ??????? ???????? ???? ? ????? ????.

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

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

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

????? Google Keep:

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

Todoist – ????????????? ????-????????

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

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

• ?? ?????????? 5 ???????? ???????? ????????????.
• ??????????? ????? ????? ? ?????? ?????????
• ????????????? ????? ? ????????
• ????????? ? ???? ??????????

???????????? ????????????? ?????? Todoist:

Trello – ????????? ?????????? ????????????

??????? Google Docs ?????:

???? ????????? ????????????????? ?????????? ????? ??? ??? ??????????? ? ????? ?????? – Khan Academy ?????????? ????? ??????????????? ? ????????????? ????? ????????? ?????????:

• ????????? ??????????? ?????????? ?????
• ?????????? ?????.
• ???????????? ???????? ????????????? (Butler)
• ????????? ????? ?? ????? 10 ????????.

??????? PDF24 Tools ??? ???????????:

Google Keep – ??????? ??????? ? ????????

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

?? ?????? ?????? ???????????? ?????????? ???????? ????????? ?? Notion ??? ?? ???????? ???????? ???????????????? ???????? ????????. ? ???????? ??? ???????? ???????????? ? ???????? ? ????????????? ???????.

• ?????????? ????????????? ??????????? ?????????
• ??????? ?????????? ???????? ? ??????????
• ????????? ?????? ? ??????????? ???? ?? ???????????

Forest – ???????????? ????????? ??? ???????????? ??????????????. ??? ???? ??????: ????? ?????? ??????????????? ?? ?????? ??? ????? ?? ?????????, ?????????? ?????? – ?? ??? ????? “?????????” ??????????? ?????. ???? ????? ?? ?????????? ?????? ?????????????? ??????? – ??????? ????????.

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

Google ????????? – ????? ?????? ???????

????????? ?? ??????? ?????? ??? ???????????? ???????? ????? ????????? ????????????? ?????????? ????????? PDF-?????????? ??? ???????? ??????????? ?????. ?????????? ??????-?????? PDF24 Tools ??????????? ?? ??????? ?????? ?????????? ??? ????????? ???????????? ???????????.

?? 2-? ???? ???????? ?? ?????? ????????? ????? ?? ???????????? ?????? ?????? ????? ????? ???????, ??? ?????? ?????? ? Google Docs: ?????? ???????? ??? ????????? ? ????? ???? ????? ?????????? ?? ??????.

• ?????????????? ????? ????????????? (????????, ????????? ??? ??????? ? ???????????? ?????)
• ??????????? ?????????? ???????
• ??????? ????? ??????? ?? ?????/??????/???????? ????.
• ??????????? ?????????? ?????? ????? ?? ????????

Google ?????????? ????? ??????????? ? ???????? ??? ??????????? ??????? ????? ???????? ? ??????? ?????????. ?? ????????? ????????? ?????? ? ?????????????, ?????? ????????? ? ?????????? ??? ????????? ? ????????????????? ? ??????? ????????? (????????, Zoom ??? Slack).

Notion – ????????? ?????????????? ??? ???? ?????

?????????????? Google ?????????:

Todoist – ??? ???? ?? ???????? ????????? ???????? ??? ??????????? ????????. ?? ????????? ?????????? ?????????? ?????? ???, ???????? ????????, ???????? ????? ? ???????????. ????????? ???????? ?? ???? ????????? ???????????? ????????: Android, iOS, Windows, macOS ? ???? ? ???-????????????.

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

?????? ?????????? ????? ???? ?????????? ????????????? ???? ??? ?????? ???????. ??? ????? ???????? ??????? Google Keep – ??????? ????????? ??? ??????? ?????? ??????, ? ?????????? ??????????? ? ???????? ??????????.

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

Woods – ????????? ????? ? ???.

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

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

Cold Turkey Blocker – ??????? ?????????? ???????????? ????????-???????

??????? ????????????? Notion:

• ??????????? ???? ???-?????? ???????? ????????
• ?????????? ?????????? ?????????? (? ???????, ?????? ?? ???????)
• ??????? ????????? ???????????? ? ??????????? ?????? ????????????

? ???????? ??????????? ????????? ??? ?????? ????? ????????????? ???????? ? ??????? ?????? ?????? – ??? ?????? ?? ?????????? ?? ???? ???? ? ????? ??????? ??????.

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

Google Docs/Sheets/Presentations – ??????? ???????????? ????????? ????????

Notion ???????? ??????? ?????? ????????????? ??? ?????????? ????? – ??? ????????? ??????????? ???????????? ????????????. ? ????????????? ?????? ????????? ????????? ???? ??????, ?????????? ????????, ?????? ? ???? ?????? ??????? ?????????? ????????.

?????? ?????????? ??????????? ? ???????????? ?????????? ???????????? Trello ?? ???????? ????????????????? ??????????. ? ??? ???????????? ? ?????????? ?? ?????????? ?????????? ?????????? – ??? ?????? ???? ???????????? ?????? ????? ??????? ?????? ?????? ? Trello: ?? ????????? ?? ?????????.

• ????? ??????????????? ?????? ? ????????? ???????
• ?????????????? ?????????? ?????? ?????????????
• ??????? ?????? ????? (???????? ????????? ?????)
• ??????????? ? ??????-???? ??????? ????? ??????? ?????? Google

Slack ???? ???????? ????? ??????????? ?????? ?????? ?????? ????????? ???????? ??????? ?? ???????????? ??????? (“?????”, “???????”, “????”). ?????????? ???????? ???????? ??? ???? ??????? ??????????? ???????:

PDF24 Tools – ??????????? ??? ??? PDF-????????

??? ????? ????????, ????? ????????????? ???????????? (? ????? ?????? ? ???????), ??????? Cold Turkey Blocker. ?????? ?????????? ??? ???-???????????? ?????? ?????? ???? ??????????? ?????????? ?????? ? ???????????? ?????? ?? ???????? ?????? ???????.

Google Docs ????? ????? ?????????? ??? ???????????? ?????? ??? ??????????? ??????????? ? ????????? ??????. ????????????? ??????? ????????? ??????????? ????? ?????? ???????? ??????????????? ? ???-???????????? ??? ??????? ???. ????????.

• ??????? ????????? PDF-?????? ? ????? ????.
• ?????????? ???????? ????? ?? ????????
• ?????????? ?????? PDF ?? ???????? ???????? ???????? ????????
• ?????????????? ??????????? ? PDF ? ???????

???? ???? ????? ????????? ????????? ?? ?????? ????????, ? ???????? ???????????? ?? ?? ?????? ?????????? (????????, “? ??????”, “? ??????”, “??????”), ?? Trello ??? ?????? ?????? – ????????????? ?????. ??? ?????????? ? ??????? ? ????????, ??????? ???????? ???????? ??? ?????????????? ? ???????.

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

Google ???? – ????????? ??? ??????????? ?? ?????????.

• ?????? ? ?????? ? ??????-???? ?????????? ????? ????????-???????????? ??? ????????? ??????????.
• ?????????? ?????????????? ????????? ?? ????????/????????
• ????? ?????? ? ?????????????? ?????????? ??? ????????? (????? ?????? ??????????? ???????/?????????)

??????.???? – ??????? ?? ?????????????? ?????????

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

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

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

Slack – ???-?????????? ?????????? ?????? ??? ????????? ?????

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

• ?????????????? ?????????? ??????? ??????????
• ????????? ????????? ?? ????????? 90 ????
• ????? ?? ???????? ???????? (Google Drive, Trello)
• ????????? ????? ? ????

Discord – ?? ?????? ??? ????????!

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

??????? & ?????? – ??????? ???????????????

?????? ??? ??????? ????????????? ???????????? ????????? ? ?????????? ??????, ???? ?????? ? ??????????? ??????? ????? ???????? ????????? ?????????! ?? ???? ????? ?? ?????? ????? ??? ????????? – ?? ??????? ?????? ???????????????? ? ?? ??????????? ??????? ?? Data Science:

? ???????? ???? “?????? Python” ?? ???? ?? Stepik – ???? ??????? ???????? ??? ???????? ?????????; ??????????? ?????? ???????????!

Khan Academy – ????????????????? ???????? ??????????????? ???????????

??? ????? ?????? ? ????????????? Trello:

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

IFTTT – ??????????? ??? ???? ????

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

??????? – ???????????? ????????? ????????

Grammarly – ?????????? ????? ??????

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

1. Notion – ?? ??????????????? (“??? ? ???? ??? ???????!”)
2. Google ???? – ????? ??????? ??????? ?????? + ???????????
3. Trello – ????????? ??????? ??? ??????????? ?? ??????? ???????
4. Forest – ???????? ??-?????????? ?????????????? ?? ??????????
5. Discord – ???????? ???????? ??? ????????? ???? “?? ????????”

??????????? ?????????? ??????????? ? ????? ???? ? ????????? ?????????? ?????? ? ????? ? ?????? ???? ? ?????? ??????????? ????????! ????? ?????? ?????????, ??? ?? ???? ?? ??????????? ??????????? ???? ?? ???? ?? ????????? ???? ? ????? ????????????, ???? ??? ??????? ?????????? ??????; ?? ???? ????? ?????? ???????????? – ???????? ?????????? ??????? ???????? ???? ? ????? ????.

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

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

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

Google ?????????? ????? ??????????? ? ???????? ??? ???????????? ??????? ????? ????????? ? ??????? ????????????. ?? ????????? ??????????? ??????????? ? ?????????????, ?????? ??????????? ? ?????????? ??? ?????????? ? ??????????? ? ??????? ??????????? (????????, Zoom ??? Slack).

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

Todoist – ????????????? ???????? ?????

????????? ????????? ?????????? ????????? ? ??????????? ??? ????????????? ???????, ?? ?? ????? ???? ?????????? ???????? ?????????? ????????????? ?????????, ??????? ?? ??????????? ???? ??????? ?? ???????????? ???????. ????? ?????? ????????? ????????? ?? ??????????? vulcan casino, ??????? ??????? ?????? ??? ???? ????: ???? ?? ???????????, ?????? ? ???????, ?????????? ???????? ??? ?????????? ???????.

???????????? ????????????? ?????? Todoist:

• ?? ?????????? 5 ??????? ??????? ????????????.
• ?????????????? ????? ????? ?????? ????????
• ????????? ????? ? ????????
• ????????? ? ???? ??????????

??? ????? ????????, ???? ????????????? ?? ??????? (? ??? ?????? ? ????), ?????????? Cold Turkey Blocker. ??? ?????????? ??? ???-???????????? ?????? ?????? ????????? ??????? ?????? ? ????????? ???-?????? ?? ???????? ?????? ???????.

Trello – ??????????? ?????????? ????????

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

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

• ????????? ??????????? ?????????? ???????
• ??????? ?????????? ???????????.
• ???????????? ??????? ????????????? (Butler)
• ????????? ????????? ?? 10 ??.

???? ??? ????? ?????? ?????? ?? ?????? ???????, ? ????????? ???????????? ?? ?? ??????? ?????????? (????????, “? ??????”, “? ??????”, “??????”), ?? Trello ??? ?????? ?????? – ????????????? ?????. ??? ????????? ? ????????? ? ??????????, ??????? ???????? ?????????? ??? ?????????????? ? ??????.

Google Keep – ?????????? ??????? ?? ????

Todoist – ??? ???? ????? ????????? ?????????? ??? ??????????? ???????????. ??? ???? ??????????? ?????????? ????????? ??????? ?????, ????????? ????? ??????????, ???????? ????? ? ???????????. ???? ????????????? ?? ???? ??????????: Android, iOS, Windows, macOS ? ??? ? ? ???-????????????.

?????? ????? ???????? ? ??????????????? ??????? ???????? Trello ?? ???????? ??????????. ? ?????????? ? ?????????? ?? ?????????? ?????????? ??? ????????? ????????? – ??? ?????? ???? ???????????? ?????? ????? ??????? ?????? ?????? ? Trello: ?? ???? ?? ?????????.

• ??????? ????????????? ??????????? ????????????
• ??????? ???????????? ????????? ? ??????????
• ????? ??????? ? ??????????? ?????? ?? ??????

??????????? Google ?????????:

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

Google ?????????? – ???? ?????? ?????

??? ?????????? ??? ???????? Cold Turkey Blocker:

Slack ??????????? ? ?????? ????? ?????????? ????? ?????? ?????? ????????? ???????? ?????????????? ?? ???????????? ??????? (“?????”, “???????”, “????”). ??????? ??????? ???????? ? ??? ????? ??????? ??????????? ????????????:

• ?????????????? ?????????? ?????????? (????????, ?? ??????????? ??? ???????? ? ???????????? ?????)
• ????????????? ??????????? ???????
• ??????? ????? ?????????? ?? ?????/???? ????/???????? ????.
• ??????????? ????? ?????? ?????? ?? ????????

????? Google Keep:

Notion – ????????? ?????????? ??? ?????

Notion ???????? ??????? ?????? ?????????? ??? ???????????? ????? – ??? ????????? ????????? ???????????? ????????????. ? ????????????? ?????? ????????? ??????????? ?????????????? ????, ???????? ? ?????????, ??????? ? ???? ??????????? ??????? ?????????? ????????.

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

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

Jungle – ????????????? ????? ? ?????.

? ?????? ????????? ????????? ??? ?????? ????? ??????? ??????? ? ??????? ?????? ?????? – ??? ?????? ?? ?????????? ???? ? ????? ??????????? ??????.

Forest – ?????????? ???? ??? ?????????????? ??????????????. ?? ??????? ?????????????: ????? ?????????? ??????????????? ?? ???? ??? ????? ?? ????????, ????????? ?????? – ?? ??? ?????? “?????????” ??????????? ??????. ???? ???????? ?????????? ?????? ??????? – ??????? ????????.

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

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

Cold Turkey Blocker – ??????? ??????????? ??????????? ???-????????

? ????????? ????????? Forest ??? ???????????????? ??????? ? ??????: ?????? ?????? ?? 25 ????? (?? ??????? Pomodoro), ????? ???? ????????? ???????? ?????.

?????? ????????? ?????? ????????? ???????? ??????? ??? ???????? ???????. ??? ???? ?????? ???????? ??????? Google Keep – ??????????????? ???? ??? ??????? ?????? ??????, ? ???????? ?????????? ? ??????? ?????.

• ?????? ?????-???? ????????-???????? ???????? ???????
• ?????? ????? ??????????? (????????, ????????????? ?? ???????)
• ??????? ????????? ???????????? ???????? ?????????? ???????

??????????? ?? ??????? ??????? ??? ?????? ?????????? ???????? ????????? ?????? ????????? ????????? PDF-?????? ??? ???????? ??????????? ????????. ?????????? ???-?????? PDF24 Tools ??????????? ?? ????? ?????? ???????? ??? ??????? ????????.

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

Google Docs/Sheets/Slides – ??????? ????? ?????? ????????

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

??????????? PDF24 Tools ??? ?????????? ???????????????? ????????:

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

?? 2-? ????? ?? ????????? ????????? ?????? ?? ???????????? ?????? ?????? ????? ????? ???????, ??? ?????? ?????? ? Google Docs: ?????? ???????? ??? ?????????? ???? ????? ?????????? ?? ??????.

PDF24 Tools – ????????????? ??? ??? PDF-??????

??? ?????????, ??? ???????????? ???????????? ?????????? ?????? ???? ???????????? ? ????????? ?????????? ????????, ???? ??????.????. ??????? ???????? ???????????? 10 ?? ???- ???????? ? ?????????????? ? ????????? ?????? ?????? ? ??????? ????? ????????? ??????? (????????, ??????).

????? ???? ????????? ???????????? ? ????????????? Trello:

• ?????????????? ????????? PDF-?????? ? ???? ????????.
• ??????? ????????? ????????? ?? ?????????
• ?????? ??????? PDF ??? ?????? ??????? ????????
• ??????????? ?????????? ? PDF ? ? ???????? ???????

??????? Slack ??? ??????:

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

Google ???? – ?????? ??? ??????? ?????????.

• ??????????? ? ?????????? ? ??????-???? ???????? ????? ????????-???????????? ??? ????????? ?????????.
• ??????? ?????????????? ?????????? ?? ????????/????????
• ????? ?????? ? ????????? ?????????? ??? ??????????? (????? ?????????? ????? ???????/??????????????)

??????.???? – ??????? ?? ??????????? ?????????????

???????????? Forest:

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

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

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

Slack – ?????????? ?????????? ?????? ??? ???????????? ?????

??????? Google Docs ?????????:

??? ???? Discord ?????? ????????:

– ????? ???????? ????????????? ???? ????????????? ??????? “??????”

– ??????????? ????????? ???????? ???? ??? ?????????? ???????.

– ?????????? ????? ?????? ???????? ? ???????? ???????.

– ?????????????? ????????? ??? ????????????? ???????????? ????????

• ?????????????? ??????? ??????
• ????? ????????? ?? ???????? 90 ?????
• ?????????????? ?? ?????????? ????????? (Google Drive, Trello)
• ??????????? ???-?-???

Discord – ?? ?????? ??? ???????!

Google Docs ????? ????? ?????????? ??? ?????????? ????? ??? ???????? ? ????????? ??????. ??????? ???????? ???? ??????????? ???????????? ????????? ?????? ??????? ????? ? ???-???????????? ??? ????????? ?????????????? ????????.

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

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

Coursera & Stepik – ??????? ????????????

Khan Academy – ????????????? ?????? ??????? ?????????

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

IFTTT – ??????????? ??? ????

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

??????? – ?????????????? ????????? ???-????????

Grammarly – ?????????? ????? ? ????? ?????

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

1. Notion – ?? ??????????????? (“??? ? ???? ??? ????!”)
2. Google ???? – ????? ????????? ???????? ?????? + ????????????
3. Trello – ????????? ??????? ??? ?????????? ?? ??????? ???????
4. ??? – ???????? ??-?????????? ?????????????? ????? ??????????
5. Discord – ??????? ???????? ??? ????????? ???????????? “?? ????????”

??????? ?????????? ??????????? ??-?????????? ? ????????? ???????? ????? ? ???????? ? ?????? ???? ? ?????? ??????????? ????????! ???????? ?????????, ??? ?? ???? ?? ???? ???? ?? ???? ?? ????????? ???? ? ???? ????????????, ???? ??? ??????? ???????? ??????; ?? ???? ????? ??????? ???? – ???????? ??????????? ??????? ?????????? ????? ????.

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

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

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

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

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

? ???????? ???? ????????????? ????????? (??) ???????? ????? ?? ???????? ??????????? ??????????? ? ???? ???????. ????? ????????????? ???????? ?????? ???????????? ?????????, – ?????????, ??????? ??????????? ??????, ?????????? ??????, ??????????? ???????????? ? ???? ?????. ????????, ??? ?????????, ?????? ?????? ???? ?????? ???? GPT-4 ??? Stable Diffusion, ? ????????? ??????????? ?????????????? ??????????, ?????????????? ??????????? ? ?????? ?? ???????? ?? ?????? ?????????? ????????.

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

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

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