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A Inteligência Artificial encontra a Meteorologia Igor Oliveira IBM Research
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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

Jul 01, 2019

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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

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

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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

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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

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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

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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
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

Kasparov 1997

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Watson Jeopardy 2011

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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
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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

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Unsupervised Methods

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Supervised Methods

y = A * x

Predictor

Features

Inputs Operator

Labels

Target

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Boston Housing Dataset

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Value = ß* LSTAT + E

Value = ß1* LSTAT + ß2* B + ß3* TAX + ß4* LSTAT + ß5* RAD + ….. + E

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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

Redes Neurais

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Smallest biocomputer existing

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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

TWC Model Blending

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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

Resources

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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

Resources

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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

Resources

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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

Resources

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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

Resources

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Resources

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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