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Concept

Natural language processing

Related lectures (32)

Coreference Resolution Log in to Mediaspace to watch this video

Covers coreference resolution, models, applications, challenges, and advancements in natural language processing.

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.

Neural Networks for NLP Log in to Mediaspace to watch this video

Covers modern Neural Network approaches to NLP, focusing on word embeddings, Neural Networks for NLP tasks, and future Transfer Learning techniques.

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.

Machine Translation: Attention Mechanism Log in to Mediaspace to watch this video

Explores the attention mechanism in machine translation, addressing the bottleneck problem and improving NMT performance significantly.

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.

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 Financial Markets and Time Series Log in to Mediaspace to watch this video

Introduces financial markets, time series, machine learning applications in finance, and natural language processing.

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

Delves into neuro-symbolic representations for commonsense knowledge and reasoning in natural language processing applications.

Introduction to Natural Language Processing Log in to Mediaspace to watch this video

Covers the basics of Natural Language Processing, from traditional to modern approaches, highlighting the challenges and importance of studying both methods.

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.

Coreference Resolution: Models and Evaluation Log in to Mediaspace to watch this video

Explores coreference resolution models, challenges in scoring spans, graph refinement techniques, state-of-the-art results, and the impact of pretrained Transformers.