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This article discusses the advancements and applications of deep learning in speech, image, and language processing. It also mentions the special issue dedicated to this topic and invites submissions for research articles, reviews, and short communications. The journal Applied Sciences is an international, peer-reviewed, open access journal that will publish accepted papers continuously.