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

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

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

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

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

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

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

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

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

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

??????? ???????? ?????? ???????? ???????????? ??????????: ???? ???????????? ?????????????? ????????? ? ?????? ??? ????????. ??? ?????????? ?? ?????????? ?????????, ?????????? ?????? (Big Data) ? ????? ??????? ????????? (GPU). ? 2012 ????, ?????? Google ??????????? ????????? ????, ? ? ??????? ???????? ???? ? ??? ?????????????? ??????? ???????????? ????? ?? YouTube-????? – ????? ??? ??? ????????? ??????.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

??? ??????? ?????????? ??????????? ????? ??????? ?????????? ?? ???? ????; ????????? ????????????????? ?????? ?????????? ?? ???????? ????? ??????!

??????????

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

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

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

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

• ??????? ????????????? ????? ? ????? ?????????? ??????????? e-mail.
• ?????????????? ????????????? ??????????? ?????? ????? ?????????
• ?????? ?????????? ???????? ???????? ??????? ????????? AI
• ??????????? ????????? ???????? ????? ?????????? ?? ????? ?????????
• ?????????? ????? ?????????? ????????????? ?????????? ? ??????.
• ?????????? ???????????? ????????? ?????? ? ?????? ???????

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

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

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

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

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

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

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

• Data Scientist – ????????? ?????????? ? ????????????? ?????? ?????????????? ??????????.
• ML Engineer – ?????????? ??-?????????? ? ?????????????? ???????
• AI Specialist – ?????????? ???????????????? ?????????????? ????????? ????????
• ??????? Manager AI-??????????? – ????????????? ???? ???????? ??????? c ?????????? ??
• AI Moral Expert – ???????? ?? ??????? ?????????? ? ??????????? ???? ?????????????.

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

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

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

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

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

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

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

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

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

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

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

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

• ???? «????????? ?????”» ?? ??????? ?? Stepik
• ??????? ????????? Learning Book ??? ????????? (?? ???????)
• ????? ?????????? Science UA ? ??????????
• ????????? ?????? Kaggle.com ??? ????????? ??????????

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

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