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Universidade Federal do Rio Grande do Norte

Instituto Metrópole Digital

IMD1114 - Deep Learning

References

  • 📚 Adrian Rosebrock. Deep Learning for Computer Vision with Python [Link]
  • 📚 Jason Brownlee. Deep Learning for Computer Vision: Image Classification, Object Detection, and Face Recognition in Python [Link]
  • 📚 Jason Brownlee. Better Deep Learning [Link]
  • 📚 Aurélien Géron. Hands on Machine Learning with Scikit-Learn, Keras and TensorFlow. [Link]
  • 📚 François Chollet. Deep Learning with Python [Link]

Lessons

Week 01 - Introduction [Slide]

Weeks 02 & 03 - Fundamentals of Deep Learning [Slide]

Weeks 04 & 05 Better Generalization vs Better Learning [Slide]

Week 06 - Hyperparameter Tuning & Batch Normalization [Slide]

Week 07 - Fundamentals of Convolutional Neural Networks (CNN) [Slide]

Week 08 - Convolutional Neural Networks (CNN) Architecture I [Slide]

Week 09 - Convolutional Neural Networks (CNN) Architecture II [Slide]

Week 10 - Convolutional Neural Networks (CNN) Architecture III - ResNet

Week 11 - Transfer Learning [Slide]

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