igor oliveira ibm research - ufsm.br · artificial intelligence early artificial intelligence stirs...
TRANSCRIPT
![Page 1: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/1.jpg)
A Inteligência Artificial encontra a Meteorologia Igor Oliveira IBM Research
![Page 2: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/2.jpg)
2
![Page 3: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/3.jpg)
3
![Page 4: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/4.jpg)
4
Fur?
Eye Shape?
Cat
Dog
?
?
![Page 5: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/5.jpg)
5
![Page 6: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/6.jpg)
![Page 7: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/7.jpg)
Kasparov 1997
7
Watson Jeopardy 2011
![Page 8: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/8.jpg)
8
![Page 9: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/9.jpg)
![Page 10: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/10.jpg)
10
![Page 11: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/11.jpg)
11
![Page 12: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/12.jpg)
12
Unsupervised Methods
![Page 13: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/13.jpg)
Supervised Methods
y = A * x
Predictor
Features
Inputs Operator
Labels
Target
![Page 14: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/14.jpg)
Boston Housing Dataset
14
Value = ß* LSTAT + E
Value = ß1* LSTAT + ß2* B + ß3* TAX + ß4* LSTAT + ß5* RAD + ….. + E
![Page 15: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/15.jpg)
15
WX TEMP(T-3) RELH(T-3) UWIND(T-3) VWIND(T-3)
FG 12 99 1 2
CAVOK 23 40 4 5
CAVOK 20 60 4 6
CAVOK 28 50 3 2
https://github.com/igorol/ML-Nanodegree
![Page 16: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/16.jpg)
Redes Neurais
16
Smallest biocomputer existing
![Page 17: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/17.jpg)
17
![Page 18: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/18.jpg)
18
![Page 19: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/19.jpg)
TWC Model Blending
19
![Page 20: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/20.jpg)
Resources
20
![Page 21: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/21.jpg)
Resources
21
![Page 22: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/22.jpg)
Resources
22
![Page 23: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/23.jpg)
Resources
23
![Page 24: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/24.jpg)
Resources
24
![Page 25: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/25.jpg)
Resources
25
![Page 26: Igor Oliveira IBM Research - ufsm.br · ARTIFICIAL INTELLIGENCE Early artificial intelligence stirs excitement. LEARNING ... Star o o Edit Fork Settings Upload files Find file O Code](https://reader036.vdocuments.mx/reader036/viewer/2022062601/5d199b1f88c993ad0d8c1756/html5/thumbnails/26.jpg)