Graham Neubig Courses

Advanced NLP: Adversarial Methods for Text

Explore adversarial methods for text, including GANs and their applications, with Graham Neubig's 1-2 hour material. Ideal for advanced NLP learners.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP 2022 - Latent Variable Models

Explore latent variable models in NLP with Graham Neubig's lecture, covering generative vs discriminative variables, variational autoencoders, and more. 1-2hr workload.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Online Course

Advanced NLP 2022: Modeling Long Sequences

Learn to model long sequences in NLP with Graham Neubig's lectures, covering feature extraction and document processing. Expect a 1-2 hour workload.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP: Structured Learning Algorithms

Explore structured learning algorithms in NLP with Graham Neubig's lecture, covering reinforcement learning, minimum risk training, and remedies to exposure bias. (1-2hr workload)

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP: Semantics and Discourse

Explore advanced NLP topics like parsing, discourse coherence, pragmatics, and reference resolution with Graham Neubig's 1-2 hour material.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP: Syntax and Semantics

Explore advanced NLP topics like dependency parsing algorithms, semantic roles, and PropBank with Graham Neubig's 1-2 hour material.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP: Word Segmentation and Morphology

Explore word segmentation, morphology, and tokenization in this 1-2 hour material by Graham Neubig, part of CMU's Advanced NLP series.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP: Information Extraction and Knowledge-Based QA

Explore knowledge graphs, relation extraction, and language model probing in this 1-2 hour material by Graham Neubig, part of CMU's Advanced NLP series.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP: Bias and Fairness

Explore bias in NLP models and learn prevention techniques with Graham Neubig's lecture, part of CMU's Advanced NLP series. Expect a 1-2 hour workload.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Online Course

Advanced NLP: Text-based QA

Explore advanced NLP techniques with Graham Neubig, focusing on text-based QA, context encoding, multi-hop reasoning, and dataset caveats. 1-2 hours weekly.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Online Course

Advanced NLP: Interpreting and Debugging NLP Models

Explore neural NLP model debugging methods and interpretation techniques with Graham Neubig's 1-2 hour material. Gain insights into optimization problems, structure generation, and saliency maps.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP: Experimental Design

Learn the scientific method, research survey techniques, hypothesis formation, and experiment execution in this 1-2 hour online material by Graham Neubig.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Online Course

CMU Advanced NLP: How to Use Pre-Trained Models

Explore pre-trained models in NLP with Graham Neubig's guest lecture, covering fine-tuning methods, empirical observations, and latent concept problems. (1-2hr workload)

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

CMU Multilingual NLP - The LORELEI Project

Learn to develop low-resource information extraction in new languages with Graham Neubig's less than 1-hour material, including real disaster scenarios.

• YouTube
• 44 minutes
• On-Demand
• Free Online Course

CMU Multilingual NLP - Syntax and Parsing

Explore multilingual NLP, syntax, parsing, and linguistic discovery with AutoLex in a 1-2 hour program by Graham Neubig.

• YouTube
• 1 hour
• On-Demand
• Free Online Course