WebMachine Learning
JoãoGabrielLima@jgabriel_lima
linkedin.com/in/joaogabriellima
UmaabordagemsobreaprendizagemdemáquinacomJavascript
Sobre• EngenheirodaComputação• Professor• DoutorandoemComputaçãoAplicadaeInteligênciaArtificial
Açaí...VocêestáfazendoissoMUITO
errado!
VamosláComeçandoostrabalhos...
OqueéMachineLearning?
Ops!Masprimeiro...
VamosfalardeInteligênciaArtificial
”Capacidadedeumamáquinasimularoraciocíniohumano”
Aprenderpadrõesesercapazdereproduzi-los!
Aprendizagem supervisionada
Aprendizagem nãosupervisionada
Aprendizagem por reforço
Nocontexto daIA,criar novospadrões!
Detecçãodefraudes
SPAM
ProcessamentodeLinguagemNatural
Dignósticos Médicos
ReconhecimentodaFalaeEscrita
Visãocomputacional
Etc...
Alguns projetos beminteressantes…
ColorNEThttps://github.com/pavelgonchar/colornet
Handwritinghttps://github.com/hardmaru/write-rnn-tensorflow
WaveNethttps://deepmind.com/blog/wavenet-generative-model-raw-audio/
NeuroArthttps://github.com/ckmarkoh/neuralart_tensorflow
MusicandArtGenerationwithMachineIntelligence
https://magenta.tensorflow.org/
DeepFace
https://research.facebook.com/publications/deepface-closing-the-gap-to-human-level-performance-in-face-verification/
YOLO:Real-TimeObjectDetectionhttps://github.com/ibab/tensorflow-wavenet
DeepVisualRecognitionhttp://cs.stanford.edu/people/karpathy/deepimagesent/
DeepVisual-Semantichttp://cs.stanford.edu/people/karpathy/deepimagesent/
1.RegressionAlgorithms2.Instance-based Algorithms3.Regularization Algorithms4.DecisionTree Algorithms5.BayesianAlgorithms6.Clustering Algorithms7.AssociationRuleLearning Algorithms8.ArtificialNeuralNetworkAlgorithms9.DeepLearningAlgorithms10.DimensionalityReduction Algorithms11.Ensemble Algorithms
http://www.datasciencecentral.com/profiles/blogs/a-tour-of-machine-learning-algorithms-1
http://harthur.github.io/kittydar/
Reconhecimentodeimagens
http://liuliu.me/ccv/js/nss/
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
FerramentasMachine Learning+Javascript
https://github.com/NaturalNode/natural
https://github.com/NaturalNode/natural
http://cs.stanford.edu/people/karpathy/convnetjs/
https://github.com/harthur/brain
http://harthur.github.io/brain/
Qualomelhorcontraste?
https://github.com/mljs/ml
https://github.com/mljs
VocêjáouviufalaremNodeBots?Johnny-Five?
Noduino?
JSDay 2017...
SkyML.js
Ondebuscarconhecimento?
AoalcancedeTODOS!
Aprendizagem Automáticahttps://pt.coursera.org/learn/machine-learning
IntroduçãoaoAprendizadodeMáquinahttps://br.udacity.com/course/intro-to-machine-learning--ud120/
Machine Learninghttp://online.stanford.edu/course/machine-learning
@jgabriel_limalinkedin.com/in/joaogabriellima
Atébreve!
Lembrem-se...
Créditoshttps://deepmind.com/blog/wavenet-generative-model-raw-audio/https://github.com/pavelgonchar/colornethttp://www.datasciencecentral.com/profiles/blogs/a-tour-of-machine-learning-algorithms-1http://burakkanber.com/blog/machine-learning-naive-bayes-1/https://github.com/josephmisiti/awesome-machine-learninghttp://cs.stanford.edu/people/karpathy/convnetjs/demo/mnist.htmlhttp://cs.stanford.edu/people/karpathy/convnetjs/demo/image_regression.htmlhttps://github.com/harthur/brain
WebMachine Learning
JoãoGabrielLima@jgabriel_lima
linkedin.com/in/joaogabriellima
UmaabordagemsobreaprendizagemdemáquinacomJavascript