espm.ml.2019.1

ESPM :: Inteligência Artificial : Machine Learning

Agenda

Data	Conteúdo
07.06.2019	Final: apresentar uma proposta de produto utilizando AI: qual a técnica ser utilizada, caraterísticas de entrada e saída da máquina de aprendizado, etc...

Conteúdo

• K-Nearest Neighbor (KNN)

• MultiLayer Perceptron (MLP) - Redes Neurais Artificiais
  • Perceptron
  • Sigmoid Neuron — Building Block of Deep Neural Networks
  • Illustrative Proof of Universal Approximation Theorem
  • Experiment of Forecasting
• Principal Component Analysis (PCA + Boosting)
  • Face Recognition
• Deep Learning
  • Image Classifier - Cats vs Dogs
  • Face Recognition

• Natural Language Processing (NLP)

• Generative Adversarial Networks (GANs)
  • GAN Lab
  • Catch me if you can: A simple english explanation of GANs or Dueling neural-nets
  • Generative Adversarial Networks — Explained
  • Face Generator - Generating Artificial Faces with Machine Learning
  • Image Generator - Drawing Cartoons with Generative Adversarial Networks

Mapa de organização das técnicas

source: https://tinyurl.com/y5juazs3.

News

2019.05.14: NYT - San Francisco Bans Facial Recognition Technology

References

• Tutorial Python
• Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
• A Deep Learning NLP/NLU library by Intel® AI Lab
• BOLD 5K - Brain, Object, Landscape Dataset
• Percepção Visual
  • The Nobel Prize in Physiology or Medicine 1981
  • David Hubel : The Brain and Visual Perception
  • HUBEL DH, WIESEL TN. Receptive fields of single neurones in the cat’s striate cortex. J Physiol. 1959;148(3):574–591. doi:10.1113/jphysiol.1959.sp006308 [pdf]
  • HUBEL DH. Single unit activity in lateral geniculate body and optic tract of unrestrained cats. J Physiol. 1960;150(1):91–104. doi:10.1113/jphysiol.1960.sp006375 [pdf]
  • HUBEL DH, WIESEL TN. Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex. J Physiol. 1962;160(1):106–154. doi:10.1113/jphysiol.1962.sp006837 [pdf]
  • Hubel DH, Wiesel TN. Receptive fields and functional architecture of monkey striate cortex. J Physiol. 1968;195(1):215–243. doi:10.1113/jphysiol.1968.sp008455 [pdf]
• Few-Shot Adversarial Learning of Realistic Neural Talking Head Models [arXiv:1905.08233] [video]
• EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks [arXiv:1905.11946]