Books

1. Linear Algebra [Link]

2. All of Statistics [Link]

3. Pattern Recognition and Machine Learning [Link]

4. Advanced Data Analysis from Elementary Point of View [Link]

5. The Elements of Statistical Learning [Link]

6. Deep Learning [Link]

Journals and Conferences

1. Computer Vision and Pattern Recognition Conferences: CVPR, ICCV, ECCV, IJCV, T-PAMI

2. Medical Imaging Conferences: MICCAI, IPMI, ISBI

3. Natural Language Processing Conferences: Proceedings of ACL, EMNLP, NAACL, COLING

4. Robotics: IROS, ICRA, TRO, IJRR, RSS, RA-L

5. Machine Learning: NIPS, ICML, ICLR, AAAI, IJCAI

Programming

1. Jupyter notebook

2. Scikit-learn

3. Keras

4. PyTorch

5. Tensorflow