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Explore adversarial methods for text, including GANs and their applications, with Graham Neubig's 1-2 hour material. Ideal for advanced NLP learners.
Explore latent variable models in NLP with Graham Neubig's lecture, covering generative vs discriminative variables, variational autoencoders, and more. 1-2hr workload.
Learn to model long sequences in NLP with Graham Neubig's lectures, covering feature extraction and document processing. Expect a 1-2 hour workload.
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)
Explore advanced NLP topics like parsing, discourse coherence, pragmatics, and reference resolution with Graham Neubig's 1-2 hour material.
Explore advanced NLP topics like dependency parsing algorithms, semantic roles, and PropBank with Graham Neubig's 1-2 hour material.
Explore word segmentation, morphology, and tokenization in this 1-2 hour material by Graham Neubig, part of CMU's Advanced NLP series.
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.
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.
Explore advanced NLP techniques with Graham Neubig, focusing on text-based QA, context encoding, multi-hop reasoning, and dataset caveats. 1-2 hours weekly.
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.
Learn the scientific method, research survey techniques, hypothesis formation, and experiment execution in this 1-2 hour online material by Graham Neubig.
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)
Learn to develop low-resource information extraction in new languages with Graham Neubig's less than 1-hour material, including real disaster scenarios.
Explore multilingual NLP, syntax, parsing, and linguistic discovery with AutoLex in a 1-2 hour program by Graham Neubig.
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