Graham Neubig Courses

Safety, Ethics, and Bias in NLP Systems - Lecture 21

Explore critical perspectives on safety, ethics, and bias challenges in modern NLP systems, examining key considerations for responsible AI development and deployment.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Learning From and For Knowledge Bases - Lecture 19

Explore advanced techniques in knowledge base learning, completion, and question-answering systems through practical examples and theoretical foundations in natural language processing.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Linguistics and Computational Linguistics - Lecture 18

Explore fundamental concepts of linguistics and computational linguistics, examining their intersection and applications in modern natural language processing.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Evaluation and Multimodal Models in Advanced NLP - Lecture 17

Dive into advanced NLP concepts covering evaluation methods for language models and the integration of multimodal systems, exploring key metrics and techniques for assessing model performance.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Ensembling and Mixture of Experts in Advanced NLP - Lecture 14

Explore advanced NLP concepts including ensembling techniques, model merging strategies, and sparse mixture of experts for enhanced language processing capabilities.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Agents for Software Development and Web Browsing - Lecture 16

Explore advanced NLP concepts for creating intelligent coding and web browsing agents, covering implementation strategies and practical applications in software development.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Tool Use and LLM Agent Basics - Lecture 15

Explore the fundamentals of LLM agents, tool usage, and multi-agent systems, covering environment understanding, reasoning strategies, and practical applications in advanced NLP.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Long Sequence Models in Advanced NLP - Lecture 13

Explore advanced techniques for handling long sequences in NLP, covering transformer architectures, model extrapolation, and evaluation methods for processing extended text contexts.

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

Advanced Natural Language Processing - Fall 2024

Advanced NLP course covering transformers, language models, instruction tuning, retrieval, agents, multilingual systems, evaluation, safety, and efficient inference.

• YouTube
• 1 day 3 hours 10 minutes
• Self-Paced
• Free Video

CMU Advanced Natural Language Processing Spring 2024

A graduate-level survey of modern NLP, from language modeling and transformers to prompting, retrieval, agents, reasoning, and multilingual systems.

• YouTube
• 1 day 1 hour 26 minutes
• Self-Paced
• Free Video

CMU Advanced Natural Language Processing 2022

Master advanced NLP techniques from text classification to transformers, covering attention mechanisms, pre-training methods, prompting, bias detection, and structured learning algorithms.

• YouTube
• 1 day 6 hours 23 minutes
• Self-Paced
• Free Video

CMU Multilingual Natural Language Processing 2022

Explore multilingual natural language processing techniques, from machine translation and speech recognition to endangered language documentation and cross-lingual transfer learning.

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

CMU Advanced Natural Language Processing 2021

Master advanced NLP techniques from neural networks to transformers, covering text classification, language modeling, attention mechanisms, and cutting-edge pre-training methods.

• YouTube
• 1 day 6 hours 17 minutes
• Self-Paced
• Free Video

Neural Networks for Natural Language Processing 2021

Master neural network architectures for natural language processing through comprehensive coverage of RNNs, attention mechanisms, transformers, and advanced NLP techniques.

• YouTube
• 16 hours 25 minutes
• Self-Paced
• Free Video

Reward Models and Best-of-N - CMU LLM Inference 12

Explore reward models and best-of-n sampling techniques for optimizing LLM outputs, plus Monte Carlo Tree Search methods in this advanced NLP lecture.

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