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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 neural semantic parsing with Graham Neubig's online material, covering topics from tree structures of syntax to neural models for semantic role labeling. Less than 1-hour workload.
Explore structured prediction basics in Neural Nets for NLP with Graham Neubig. Learn about types of prediction, sequence labeling, and training structured models in 1-2 hours.
Explore conditioned generation in neural nets for NLP with Graham Neubig's material, covering topics from language models to ensemble distillation. (1-2 hours)
Explore neural networks for NLP with Graham Neubig's online material. Learn to identify training problems, debug decoding, manage loss function, and prevent overfitting in under an hour.
Explore Recurrent Neural Networks (RNNs) for Natural Language Processing (NLP) with Graham Neubig's online material. Expect 1-2 hours of study on topics like LSTM structure, mini-batching, and more.
Explore the world of Neural Nets for NLP with Graham Neubig's online program. Learn about word embeddings, training methods, evaluation types, and limitations in just 1-2 hours.
Explore multitask learning, domain adaptation, and multilingual learning in Neural Networks for NLP with Graham Neubig. Less than 1-hour workload.
Explore advanced search algorithms like Beam Search and A*-type Search in Neural Networks for NLP with this 1-2 hour material by Graham Neubig.
Learn to debug neural networks for NLP with Graham Neubig's 1-2 hour material, covering problem diagnosis, training and decoding issues, and overfitting combat.
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