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

1. ???? - ????? ???????? ????

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

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

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

• ?????? ????? (CMOS, CCD): ????? ?????? ??????? (?????? ????????) ????? ????? ??????.
• ?????? ?????? ???? (IR): ???? ?????? ???? ????? ???? ???? ?? ????? ?????.
• ?????? ???? ?????: ???? ?????? ?????? ????????? ????? ??? -????, ?????? ?????? ??? ????????? ???? ?????.
• ??????????: ?????? ????? ?????? - ????? ?????.

??????? ??? ?????? ?????? ??????? ?????? ??????, ?? ?????????? ???????? ?? PRE - ????????????.

?. ????? ???? - ????? ?????? ???

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

• ????? ??????????: ??? ??? ?????, ???? ??? ??????? ??????? ???????? ????? or ?? - ????? ?????? denosing.
• ????? ???????? ???????: ?????????? ????????? ????????? ???????????? ?? ??????? ?????????? ?????? ?????.
• ????? ???: ????? ??? (????,????? Sobel, ????? ??? Canny) ???? ????? ?????? ?????? ????????, ??????? ????? ??? ?????????.

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

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

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

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

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

• ???? (??? ????? ?? ??? ???): ????? - ?? - ???????? ?????? ????? ???? ????????? ?????? ???? ?????. ???? ???? ?? ?????? ???? ????? ????? ???? ???? ?? ??? ????.
• ?????? ???: ???? ??????? ?????? ????????? ?????? ????, ??? ????? ????, ?????? ?? ??????? ??????? ???? -.
• ????? ????: ???? ????????????? ????? ?? ??? ??????. ??? ????? ?? ???? ?? ??????? ?? (?????, ??????) ????? ?? ????? ???????.

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

????? ??????? ????? - ???? ????? ???? ??? ?????? ??????? ?????? ?????? ????????:

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

?????????? ??? ?????? ???? ??? ????? ?????? ??????? -????? - ???????? ?? ??? ?????? ??????? ????? ?????.

2. ?? - ????? ???????? ????

THE????? - ????????? ?????? ?? ????? ?????, ?????? ?????? ?????? ????? ?????? ????? ?????? ?? ????? ??????. ?? ???? ?? ??? ???? ???? ?????? ?? ??? ?????? ???????? ??????? - ???? ????? ????? ?????, ???? ???????? AI ?- Machine Learning. ??? ????? ???????? ????????? ?? ??? ????????? ??? ?? ?? -

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

• ????? ??????: ?????? ??????? ????? ????? ??? - ??? ?? ??????? ????? ??????? ????, ????? ???? ??????? (LANS) ?? ?????? ???.
• ????????: ??? ?????? ?? ?????? ????? ???, ???? ?????? ?????? ????? ?????? ??????? ???????? ???H.264 or H.265??????? ?? ????? ???????? ??? ????? ???? ?????.

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

• ????? ?????????: ?????? - ???? ????? ??????? ?? ????? ????? ???????, ???? ???? r - cnn, ??SSD(???? ????????? ???? ????) ?????? ????? ?? ????????? ??????? ?????. ????? ??? ??????? ?? ????? ?????? ?????? ??? ????? ?????? ????? ??? ?????, ??? ???, ???? ???? ??? '.

• ????? ????: ????? ????? ???? ?? ????, ??????? ?????????? ????? ????, ???? ??? ??????? ?? ?????? ?? ????? ????? ???FACENET or ????? ????? ??? ?????? ??????? ????? ?????? ???? ?????? ?? ????? ??????.

• ???? ?????: ????? ?????? ?????????, ????? ?????? ???? ?? ????? ?????? ?? ????????? ??????. ??????, ????? ?????, ?????? ?????? ?? ????????? ??????? ???? ??????? ?????RNNS (????? ?????? ?????? ??????) or CNNS 3D.

• ????? ???????: ????? ?????? ????? ????? ?? ????????? ????? ???????? ????????? (????, "??? ??????", "??? ??? ???? ???", "????? ????").

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

• ????: ?? ????? ?? ??? ????? ??????? ???? ?????? ????????? (????, ???, ?????, ????????? ??????, ???????).
• ??????: ????? ????? ???????? ?????? ??????? ??? ????? ????? ????. ????? ??????????? ???Elasticsearch, ?? ???? ?????? ?????? ?? ????? ?????? ???????? ?? ????? ?? ??? ??????.

??????, ??? ???? ???? "????? ?????? ????? ?????? ???? 14:00 ?? 15:00."

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

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

• ???? ????????: ????? - ?????? ??? ?????? ???? ??? ??????? ?? ???? ?????? ?????? (????, ?????????? ???????????? ????). ?? ????? ?????? ?????, ?????? ????? ????? ?????? ?????? ??????.

• ????? ???? - ????: ????? ??? ?????? ????? ????? ??? ????? ???????, ?????? ?????? ????? (????, ????? ?????? ??????????? ?? ?????, ????? ??? ?????? ??????? ?????? ????? ?? ???????).

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

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

• ????? AI ????: ????? ????? ???? ???? ??? ???? ????? ??????? (????, GPUs ??????? ????? ?????). ???? ???? ???? ?? ?????? ????? ?????? ?????? ??????.

3. ?????? ???????

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

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

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

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

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

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

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

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

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

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

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

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

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

?. ????? ???

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

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

?????????

????? ???????????? ??????????????????? - ??????????? - ???????? ???? ???????????? ??? ?????? ?????? ??????? ?????? ??????? ????? ???? ?????? ??? ??????? ??????? ?????? ????? ??? ???? - ?????????? ??? ?????? ??????? ?????? ??????? ?????. ??? ?- AI ?????? ????? ??????? ??????, ?????? ??? ????? ?????? ??? ????, ??????? ????? ??????, ????? ?????? ??? ???? ??????? ???? ??????? ????? ?????? ??????????? ???? ??? ??????.