/deep-learning

Primary LanguageJupyter Notebook

Deep Learning

Course about Deep Learning from Institute of Computing at the Federal University of Alagoas.

Checklist

  1. Lecture 1.
    1. Course presentation.
    2. Lecture slides Deep Learning Applications
  2. Lecture 2.
    1. Lecture slides Perceptron.
    2. Code Perceptron.
    3. Lecture slide XOR Problem.
    4. Code TensorFlow playground.

Assignments

  1. Questions about NumPy arrays and manipulations

References

Books

  1. Francois Chollet, Deep Learning with Python, 2018.
  2. Goodfellow, I., Deep Learning Book, 2016.
  3. Charu C. Aggarwal. -- NEURAL NETWORKS AND DEEP LEARNING: A TEXTBOOK. GitHub repository, 2018.
  4. Aurelien Geron -- Hands–On Machine Learning with Scikit–Learn and TensorFlow 2e, Github repository, 2019.
  5. Programa de cursos integrados Aprendizagem profunda