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Related lectures (32)
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Deep Learning for Question Answering
Explores deep learning for question answering, analyzing neural networks and model robustness to noise.
Machine Translation: Attention Mechanism
Explores the attention mechanism in machine translation, addressing the bottleneck problem and improving NMT performance significantly.
Modern NLP and Ethics in NLP
Delves into advancements and challenges in NLP, along with ethical considerations and potential harms.
Modern NLP: Data Collection, Annotation & Biases
Explores data annotation in NLP and the impact of biases on model fine-tuning.
Keyphrase Extraction
Covers keyphrase extraction, a method to extract important phrases from text for document summarization, indexing, and search.
Introduction to Financial Markets and Time Series
Introduces financial markets, time series, machine learning applications in finance, and natural language processing.
Sparse Communication: Transformations and Applications
Explores the evolution from sparse modeling to sparse communication in neural networks for natural language processing tasks.
Compositional Representations and Systematic Generalization
Examines systematicity, compositionality, neural network challenges, and unsupervised learning in NLP.
Introduction to Natural Language Processing
Introduces the basics of Natural Language Processing, covering challenges, application domains, and linguistic processing levels.
Deep Learning: Principles and Applications
Covers the fundamentals of deep learning, including data, architecture, and ethical considerations in model deployment.