Graham Neubig Courses

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

CMU Multilingual NLP 2022 - Speech

Explore speech fundamentals, applications, and challenges in multilingual contexts. Learn about speech recognition, synthesis, and translation technologies.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

CMU Multilingual NLP 2022 - Unsupervised Machine Translation

Explore unsupervised machine translation techniques, including initialization methods, word translation, and back-translation, for scenarios without parallel data.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Multilingual NLP 2022 - Language Contact and Change

Explore language change, contact, and crosslingual similarities. Learn about loanwords, cognates, and computational models for transliteration and lexicon induction.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

CMU Multilingual NLP 2022 - Data-Driven Strategies for NMT

Explore data-driven strategies for neural machine translation, including evaluation methods, data augmentation techniques, and approaches for high and low-resource languages.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

CMU Multilingual NLP 2022 - Translation and Translation Data

Explore machine translation, evaluation metrics, and data sources in this comprehensive lecture on multilingual NLP, covering industry practices and challenges in translation.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

CMU Multilingual NLP 2022 - Typology

Explore language similarities, families, and typology. Learn about databases like WALS and techniques for typology prediction and language transfer in multilingual NLP.

• YouTube
• 34 minutes
• Self-Paced
• Free Video