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NLP and Deep Learning 031023

Begins 03/10/2023

Aim of Course:

In this course you will learn about deep neural networks (deep learning), and how to leverage them in processing, understanding and mining for insights from text.  We start with an introduction to neural networks and deep learning. We then dive into essentials of representation learning like word and document embeddings and then move onto more complex methodologies including convolutional neural networks and sequence models and deep transfer learning approaches including universal embeddings and transformers. Popular applications are also covered with hands-on tutorials and exercises including text classification, information extraction, recommenders, search, summarization, translation and more.