JS - IA
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JS + IA JOÃO GABRIEL LIMA - @JGABRIEL_LIMA
WWW.LINKEDIN.COM/IN/JOAOGABRIELLIMA/
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QUEM SOU?
➤ CTO na Epitrack ➤ Professor ➤ Phd candidate, pesquisador em
IA, DataMining e BigData
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Paraense!
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VAMOS FALAR DE IA…
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A CAPACIDADE DE UMA MÁQUINA SIMULAR O RACIOCÍNIO HUMANO
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APRENDER PADRÕES E SER CAPAZ DE REPRODUZI-LOS
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APRENDIZAGEM DE MÁQUINA!
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1. SUPERVISIONADA 2. NÃO SUPERVISIONADA 3. POR REFORÇO
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HOJE VAMOS FOCAR EM REDES NEURAIS…
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Algoritmos que tentam modelar abstrações de alto nível de dados usando um grafo profundo com várias camadas de processamento, compostas de várias transformações lineares e não lineares
DEEP LEARNING
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ESTADO DA ARTE
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https://github.com/jcjohnson/neural-style
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https://prisma-ai.com/
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https://github.com/richzhang/colorization
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https://itunes.apple.com/us/app/colorize-automatically-colorize-b-w-photos/
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http://facemem.csail.mit.edu/http://people.csail.mit.edu/khosla/papers/iccv2013_khosla.pdf
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http://memorability.csail.mit.edu/
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Quem gosta de GOT, aqui?
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https://arxiv.org/pdf/1705.07962.pdf
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https://uizard.io/
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https://arxiv.org/pdf/1611.01989.pdf
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O QUE ACHOU DISSO?
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Diversas empresas investindo em suas poderosas clouds
• Watson • Wit.ai • Cloud Machine Learning Engine • Cloud Vision API • Amazon Machine Learning • api.ai • clarifai • openml
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MicrosoftCognitiveServices
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2017 … AS EMPRESAS TERÃO QUE
SE REINVENTAR
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SMALLER CNN
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https://arxiv.org/pdf/1602.07360.pdf
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https://github.com/DeepScale/SqueezeNet
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https://arxiv.org/pdf/1704.04861.pdf
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https://github.com/rcmalli/keras-mobilenet
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https://www.tensorflow.org/mobile/
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https://developer.apple.com/machine-learning/
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E ONDE ENTRA O JAVASCRIPT ?
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RunlargeCNNs• Keras-JS• MXNetJS• CaffeJS
TrainandRunCNNs• ConvNetJS
TrainandRunLSTMs• Brain.js• Synaptic.js
TrainandRunNNs• Mind.js• DN2A
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https://transcranial.github.io/keras-js/#/squeezenet-v1.1
KERAS - JS
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https://github.com/chaosmail/caffejs
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https://synaptic.juancazala.com/#/
SYNAPTIC.JS
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http://cs.stanford.edu/people/karpathy/convnetjs/
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https://github.com/PAIR-code/deeplearnjs
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https://github.com/kmather73/NotHotdog-Classifier
https://www.youtube.com/watch?v=ACmydtFDTGs
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TUDO ISSO… ESTÁ AO ALCANCE DE
TODOS!
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OBRIGADO!
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JS + IA JOÃO GABRIEL LIMA - @JGABRIEL_LIMA
WWW.LINKEDIN.COM/IN/JOAOGABRIELLIMA/