Graham Neubig Courses

Advanced NLP: Adversarial Methods for Text

Explore advanced NLP techniques including adversarial networks, discrete outputs, and input manipulation for robust language models and applications.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

CMU Advanced NLP 2022 - Latent Variable Models

Explore advanced NLP concepts: latent variables, variational autoencoders, and their applications in natural language processing. Gain insights into generative models and feature learning.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Advanced NLP 2022: Modeling Long Sequences

Explore advanced techniques for processing long text sequences, including feature extraction and document-level NLP tasks, with a focus on transformer architectures and sparse attention mechanisms.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

CMU Advanced NLP: Structured Learning Algorithms

Explore advanced NLP techniques like reinforcement learning, structured perceptron, and exposure bias remedies. Gain insights into globally normalized models and structured prediction algorithms.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

CMU Advanced NLP: Semantics and Discourse

Explore advanced NLP concepts like semantic parsing, discourse coherence, pragmatics, and reference resolution in this comprehensive lecture on natural language understanding.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

CMU Advanced NLP: Syntax and Semantics

Explore advanced NLP concepts: dependency parsing, feature structures, semantic roles, and formal semantics. Gain insights into linguistic analysis and representation techniques.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

CMU Advanced NLP: Word Segmentation and Morphology

Explore word segmentation, tokenization, and morphology in NLP. Learn about language typology, rule-based systems, and finite state automata for processing various languages.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

CMU Advanced NLP: Information Extraction and Knowledge-Based QA

Explore advanced NLP techniques for knowledge extraction, relation modeling, and question answering. Learn to leverage embeddings, knowledge graphs, and language models for information retrieval and analysis.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

CMU Advanced NLP: Bias and Fairness

Explore types of bias in NLP models, detection techniques, and mitigation strategies for fairer language processing systems.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Advanced NLP: Text-based QA

Explore advanced NLP techniques for text-based question answering, covering datasets, context encoding, multi-hop reasoning, and critical analysis of current methodologies.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Advanced NLP: Interpreting and Debugging NLP Models

Learn advanced techniques for debugging and interpreting neural NLP models, including probing, attribution, and interpretable evaluation methods to enhance model performance and understanding.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

CMU Advanced NLP: Experimental Design

Learn advanced NLP research techniques, from formulating questions to conducting experiments, with a focus on scientific methods and practical applications in natural language processing.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

CMU Advanced NLP: How to Use Pre-Trained Models

Explore advanced techniques for leveraging pre-trained models in NLP, including fine-tuning, linear probing, and in-context learning. Gain insights into empirical observations and mental models for effective implementation.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

CMU Multilingual NLP - The LORELEI Project

Explore rapid development of low-resource information extraction in new languages, focusing on the LORELEI project's techniques, challenges, and real-world applications in disaster scenarios.

• YouTube
• 44 minutes
• On-Demand
• Free Video

CMU Multilingual NLP - Syntax and Parsing

Explore syntax, dependency parsing, and linguistic discovery with AutoLex. Learn about major word orders, parsing models, and tools for multilingual NLP research and applications.

• YouTube
• 1 hour
• On-Demand
• Free Video