Resources

References

Deep Learning

• Goodfellow et al. (2016) Deep Learning
• Zhang et al. (2023) Dive into Deep Learning
• C. C. Aggarwal (2023). Neural Networks and Deep Learning

Statistical Learning and Machine Learning

• V. Vapnik (2000). The Nature of Statistical Learning Theory
• C. M. Bishop (2006). Pattern Recognition and Machine Learning.
• T. Hastie, R. Tibshirani, and J. Friedman (2009). The Elements of Statistical Learning.
• S. Shalev-Shwartz and S. Ben-David (2014). Understanding Machine Learning: From Theory to Algorithms.

Articles

• Nalisnick, E., Smyth, P., & Tran, D. (2023). A brief tour of deep learning from a statistical perspective. Annual Review of Statistics and Its Application, 10(1), 219-246.