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Related lectures (32)

Ethics in NLP Log in to Mediaspace to watch this video

Discusses the ethical implications of NLP systems, focusing on biases, toxicity, and privacy concerns in language models.

Deep Generative Models: Part 2 Log in to Mediaspace to watch this video

Explores deep generative models, including mixtures of multinomials, PCA, deep autoencoders, convolutional autoencoders, and GANs.

Protein Structure Prediction: AlphaFold Evolution and OpenFold Insights Log in to Mediaspace to watch this video

Explores the evolution of protein structure prediction with AlphaFold models and introduces OpenFold insights.

Variational Autoencoders Log in to Mediaspace to watch this video

Covers Variational Autoencoders, a probabilistic approach to autoencoders for data generation and feature representation, with applications in Natural Language Processing.

Transformer Architecture: Subquadratic Attention Mechanisms Log in to Mediaspace to watch this video

Covers transformer architecture, focusing on encoder-decoder models and subquadratic attention mechanisms for efficient processing of input sequences.

Model Analysis Log in to Mediaspace to watch this video

Explores neural model analysis in NLP, covering evaluation, probing, and ablation studies to understand model behavior and interpretability.

Natural Language Processing: A Primer Log in to Mediaspace to watch this video

Introduces Natural Language Processing (NLP) and its applications, covering tokenization, machine learning, sentiment analysis, and Swiss NLP applications.

Neuro-symbolic Representations: Commonsense Knowledge & Reasoning Log in to Mediaspace to watch this video

Explores neuro-symbolic representations for understanding commonsense knowledge and reasoning, emphasizing the challenges and limitations of deep learning in natural language processing.

Introduction to NLP and the Course Log in to Mediaspace to watch this video

Covers the basics of Natural Language Processing, including challenges, linguistic processing levels, and the impact of power laws.

Modern Natural Language Processing: Core Methods and Applications Log in to Mediaspace to watch this video

Delves into core methods and applications of modern natural language processing, addressing challenges and advancements.

Deep Learning for NLP Log in to Mediaspace to watch this video

Introduces deep learning concepts for NLP, covering word embeddings, RNNs, and Transformers, emphasizing self-attention and multi-headed attention.

Keyphrase Extraction Log in to Mediaspace to watch this video

Covers keyphrase extraction, a method to extract important phrases from text for document summarization, indexing, and search.

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