Links & Literature

Supervised Learning

General reviews, textbooks and lectures

• Goodfellow, Bengio and Courville: Deep Learning

• Yandex DataSchool: MLHEP2017

• TensorFlow / Google Developers

  • Google Machine Learning Glossary

  • Machine Learning Foundations

  • Natural Language Processing (NLP) Zero to Hero

• DeepLearningAI YouTube channel

  • Course 1: Neural Networks and Deep Learning

  • Course 2: Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

  • Course 3: Structuring Machine Learning Projects

  • Course 4: Convolutional Neural Networks

  • Course 5: Sequence Models

  • Heroes of Deep Learning

Topical resources

• Loss functions

  • 5 Regression Loss Functions All Machine Learners Should Know