Courses
Free
Coursera
Deep Learning Specialization Program (Coursera: DeepLearning.AI)
1. Neural Networks and Deep Learning
2. Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
3. Structuring Machine Learning Projects
4. Convolutional Neural Networks
5. Sequence Models
Language Processing Specialization Program (Coursera: DeepLearning.AI)
1. NLP with Classification and Vector Spaces
2. NLP with Probabilistic Models
3. NLP with Sequence Models
4. NLP with Attention Models
Deep Learning - Yann LeCun and Alfredo Canziani
[
Web]
Recommended Books
[1] Russell, S. J. (2010). Artificial intelligence a modern approach. Pearson Education, Inc.
[PDF]
[2] Bishop, C. M. (2006). Machine learning and pattern recognition. Information science and statistics. Springer, Heidelberg.
[PDF]
[3] Goodfellow, I., Bengio, Y., & Courville, A. (2016). Deep learning. MIT press.
[Web]
[4] Chollet, F. (2021). Deep learning with Python. Simon and Schuster.
[Notebooks]