Graham Neubig Courses

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

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

CMU Multilingual NLP 2022 - Words, Parts of Speech, Morphology

Explore words, parts of speech, and morphology in multilingual NLP, covering linguistic concepts, UD Treebank annotations, and morphological analysis techniques.

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

CMU Advanced NLP 2021 - Adversarial Learning

Explore adversarial learning in NLP, covering GANs, discrete outputs, and input adversaries. Gain insights into advanced techniques for robust language models and style transfer.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

CMU Advanced NLP 2021 - Latent Variable Models

Explore advanced NLP concepts like variational autoencoders, discrete latent variables, and their applications in natural language processing tasks.

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

CMU Advanced NLP: Document-Level Modeling

Explore advanced NLP techniques for long documents, including feature extraction, coreference resolution, and discourse parsing. Gain insights into state-of-the-art models and their applications.

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

CMU Advanced NLP 2021: Dialog

Learn about dialog systems in NLP, covering key issues, datasets, evaluation methods, and typical models for response generation in task-oriented and open-domain contexts.

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

CMU Advanced NLP: NLP Experimentation

Learn advanced NLP experimentation techniques, from forming research questions to running experiments, with insights on data annotation and hypothesis testing.

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

CMU Advanced NLP: Word Segmentation and Morphology

Explore word segmentation, morphology, and unsupervised subword segmentation in this advanced NLP lecture, covering linguistic concepts and computational approaches to language analysis.

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

CMU Advanced NLP: Prompting + Sequence-to-Sequence Pre-Training

Explore advanced NLP techniques including prompting, sequence-to-sequence pre-training, and prompt engineering. Learn innovative methods to enhance language models and improve their performance across various tasks.

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