- Li Deng and Yang Liu (eds), Deep Learning in Natural Language Processing, Springer, 2017-2018.
- 深度学习：方法和应用 (Chinese version of “Deep Learning: Methods and Applications”) Li Deng, & Dong Yu, March, 2016
解析深度学习—语音识别实践 Dong Yu and Li Deng, Publishing House of Electronics Industry, August 2016
- Jinyu Li, Li Deng, R. Haeb-Umbach, and Y. gong, Robust Automatic Speech Recognition — A Bridge to Practical Applications (1st Edition), 306 pages, Elsevier, October 2015.
- Dong Yu and Li Deng, Automatic Speech Recognition – A Deep Learning Approach, Springer, 2015.
- Li Deng and Dong Yu, DEEP LEARNING — Methods and Applications. NOW Publishers, June 2014.
- Xiaodong He and Li Deng, DISCRIMINATIVE LEARNING FOR SPEECH RECOGNITION: Theory and Practice, Morgan & Claypool, October 2008.
- Li Deng, DYNAMIC SPEECH MODELS — Theory, Algorithm, and Application; (book review in IEEE Trans. Neural Networks, Vol. March 2009), Morgan & Claypool, December 2006.
- Li Deng and Doug O’Shaughnessy, SPEECH PROCESSING — A Dynamic and Optimization-Oriented Approach, Marcel Dekker Inc., June 2003.