Links & Literature
==================


Supervised Learning
-------------------


.. rubric:: General reviews, textbooks and lectures

- `Goodfellow, Bengio and Courville: Deep Learning <https://www.deeplearningbook.org/>`_
- `Yandex DataSchool: MLHEP2017 <https://github.com/yandexdataschool/mlhep2017>`_
- *TensorFlow* / Google Developers

  - `Google Machine Learning Glossary <https://developers.google.com/machine-learning/glossary>`_
  - `Machine Learning Foundations <https://youtube.com/playlist?list=PLOU2XLYxmsII9mzQ-Xxug4l2o04JBrkLV>`_
  - `Natural Language Processing (NLP) Zero to Hero <https://www.youtube.com/playlist?list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S>`_

- `DeepLearningAI YouTube channel <https://www.youtube.com/c/Deeplearningai/playlists>`_

  - `Course 1: Neural Networks and Deep Learning <https://www.youtube.com/playlist?list=PLkDaE6sCZn6Ec-XTbcX1uRg2_u4xOEky0>`_
  - `Course 2: Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization <https://www.youtube.com/playlist?list=PLkDaE6sCZn6Hn0vK8co82zjQtt3T2Nkqc>`_
  - `Course 3: Structuring Machine Learning Projects <https://www.youtube.com/playlist?list=PLkDaE6sCZn6E7jZ9sN_xHwSHOdjUxUW_b>`_
  - `Course 4: Convolutional Neural Networks <https://www.youtube.com/playlist?list=PLkDaE6sCZn6Gl29AoE31iwdVwSG-KnDzF>`_
  - `Course 5: Sequence Models <https://www.youtube.com/playlist?list=PLkDaE6sCZn6F6wUI9tvS_Gw1vaFAx6rd6>`_
  - `Heroes of Deep Learning <https://www.youtube.com/playlist?list=PLkDaE6sCZn6FcbHlDzbVzf3TVgxzxK7lr>`_


.. rubric:: Topical resources

- Loss functions

  - `5 Regression Loss Functions All Machine Learners Should Know <https://heartbeat.fritz.ai/5-regression-loss-functions-all-machine-learners-should-know-4fb140e9d4b0>`_