1. IEEE Signal Processing Magazine
2. Signal Processing Digital Library*
3. Inside Signal Processing Newsletter
4. SPS Resource Center
5. Career advancement & recognition
6. Discounts on conferences and publications
7. Professional networking
8. Communities for students, young professionals, and women
9. Volunteer opportunities
10. Coming soon! PDH/CEU credits
Click here to learn more.
News and Resources for Members of the IEEE Signal Processing Society
Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.
The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.
For more information about the book, please visit https://mitpress.mit.edu/books/deep-learning
|Nominate a Colleague! Nominations Open for 2023 SPS Awards||1 September 2023|
|Call for Challenge Proposals: IEEE SPS Challenge Program||1 September 2023|
|Call for Mentors: IEEE SPS ME-UYR Program - Mentoring Experiences for Underrepresented Young Researchers||3 September 2023|
|Call for Nominations: Technical Committee Vice Chair and Member Positions||15 September 2023|
|Call for Nominations: Awards Board and Nominations & Appointments Committee||22 September 2023|
|Election of President-Elect, Regional Directors-at-Large and Members-at-Large||2 October 2023|
|Call for Nominations: SPS Chapter of the Year Award||15 October 2023|
© Copyright 2023 IEEE – All rights reserved. Use of this website signifies your agreement to the IEEE Terms and Conditions.
A not-for-profit organization, IEEE is the world's largest technical professional organization dedicated to advancing technology for the benefit of humanity.