Web Machine Learning

Web Machine Learning
João Gabriel Lima
@jgabriel_lima
linkedin.com/in/joaogabriellima
Uma abordagem sobre aprendizagem de máquina
com Javascript

Sobre
• Engenheiro da Computação
• Professor
• Doutorando em Computação Aplicada e Inteligência Artificial

Açaí...
Você está fazendo isso MUITO
errado!

Vamos lá
Começando os trabalhos...

Vamos falar de
Inteligência Artificial

”Capacidade de uma
máquina simular o
raciocínio humano”

Aprender padrões e ser
capaz de reproduzi-los!

Aprendizagem supervisionada
Aprendizagem não
supervisionada
Aprendizagem por reforço

No contexto da IA, criar novos
padrões!

Detecção de fraudes
SPAM
Processamento de Linguagem Natural
Dignósticos Médicos
Reconhecimento da Fala e Escrita
Visão computacional
Etc...

Alguns projetos bem
interessantes…

ColorNET
https://github.com/pavelgonchar/colornet

Handwriting
https://github.com/hardmaru/write-rnn-tensorflow

WaveNet
https://deepmind.com/blog/wavenet-generative-model-raw-audio/

NeuroArt
https://github.com/ckmarkoh/neuralart_tensorflow

Music and Art Generation with
Machine Intelligence
https://magenta.tensorflow.org/

Deep
Facehttps://research.facebook.com/publications/deepface-closing-the-gap-to-human-level-performance-in-face-verification/

YOLO: Real-Time Object Detection
https://github.com/ibab/tensorflow-wavenet

Deep Visual Recognition
http://cs.stanford.edu/people/karpathy/deepimagesent/

Deep Visual-Semantic
http://cs.stanford.edu/people/karpathy/deepimagesent/

1. Regression Algorithms
2. Instance-based Algorithms
3. Regularization Algorithms
4. Decision Tree Algorithms
5. Bayesian Algorithms
6. Clustering Algorithms
7. Association Rule Learning Algorithms
8. Artificial Neural Network Algorithms
9. Deep Learning Algorithms
10. Dimensionality Reduction Algorithms
11. Ensemble Algorithms
http://www.datasciencecentral.com/profiles/blogs/a-tour-of-machine-learning-algorithms-1

http://harthur.github.io/kittydar/
Reconhecimento de
imagens

https://www.patrick-wied.at/static/nudejs/
https://www.patrick-wied.at/static/nudejs/demo/

http://cs.stanford.edu/people/karpathy/convnetjs/demo/image_regression.html

Ferramentas
Machine Learning + Javascript

https://github.com/NaturalNode/natural

http://cs.stanford.edu/people/karpathy/convnetjs/

https://github.com/harthur/brain

http://harthur.github.io/brain/
Qual o melhor contraste?

https://github.com/mljs/ml

https://github.com/mljs

Você já ouviu falar em
NodeBots? Johnny-Five?
Noduino?

Aprendizagem Automática
https://pt.coursera.org/learn/machine-learning
Introdução ao Aprendizado de Máquina
https://br.udacity.com/course/intro-to-machine-learning--ud120/
Machine Learning
http://online.stanford.edu/course/machine-learning
@jgabriel_lima
linkedin.com/in/joaogabriellima

Créditos
https://deepmind.com/blog/wavenet-generative-model-raw-audio/
https://github.com/pavelgonchar/colornet
http://www.datasciencecentral.com/profiles/blogs/a-tour-of-machine-
learning-algorithms-1
http://burakkanber.com/blog/machine-learning-naive-bayes-1/
https://github.com/josephmisiti/awesome-machine-learning
http://cs.stanford.edu/people/karpathy/convnetjs/demo/mnist.html
http://cs.stanford.edu/people/karpathy/convnetjs/demo/image_regression.
html
https://github.com/harthur/brain

Web Machine Learning

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