Graham Neubig Courses

Advanced NLP - Experimental Design and Data Annotation - Lecture 9

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Learn experimental design and data annotation techniques for advanced NLP, covering key principles and best practices for conducting rigorous research and creating high-quality datasets.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Neural Nets for NLP 2021 - Structured Prediction with Local Independence Assumptions

Explore structured prediction in NLP, focusing on local independence assumptions and Conditional Random Fields. Learn about sequence labeling, potential functions, and dynamic programming models.

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

Neural Nets for NLP 2021 - Distributional Semantics and Word Vectors

Explore distributional semantics and word vectors in NLP, covering techniques like skip-grams, CBOW, and advanced methods. Learn to evaluate, visualize, and apply word embeddings effectively.

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

Neural Nets for NLP 2021 - Attention

Explore attention mechanisms in neural networks for NLP, covering key concepts, improvements, and specialized varieties with practical examples and applications.

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

Neural Nets for NLP 2021 - Conditioned Generation

Explore encoder-decoder models, conditional generation, search techniques, ensembling, evaluation methods, and various data types for conditioning in neural network-based natural language processing.

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

Neural Nets for NLP 2021 - Recurrent Neural Networks

Explore recurrent neural networks, bidirectional RNNs, LSTMs, and their applications in NLP. Learn about vanishing gradients, sentence modeling, and pre-training techniques for improved language processing.

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

Neural Nets for NLP - Efficiency Tricks for Neural Nets

Explore efficiency techniques for neural networks in NLP, including GPU optimization, parallel training, and softmax approximations for large vocabularies.

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

Neural Nets for NLP 2021 - Building A Neural Network Toolkit for NLP

Implement a minimal neural network toolkit for NLP, covering model definition, graph creation, forward/backward calculation, and parameter updates.

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

Neural Nets for NLP 2021 - Language Modeling, Efficiency/Training Tricks

Explore neural language models, optimization techniques, and evaluation methods for NLP. Learn about preventing overfitting, mini-batching, and measuring model performance.

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

CMU Multilingual NLP - Information Extraction

Explore information extraction for low-resource languages and its application in disaster response through LORELEI project, with insights on methods, results, and practical implications.

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

CMU Multilingual NLP: Active Learning

Explore active learning in NLP, covering token and sequence-level techniques, uncertainty measures, and human effort considerations for efficient data annotation.

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

CMU Multilingual NLP 2020 - Data Annotation

Explore data annotation techniques, tools, and best practices for multilingual NLP, covering labeler selection, task definition, and quality control measures.

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

CMU Multilingual NLP - Dependency Parsing

Explore dependency parsing, its applications, and cross-lingual methods. Learn about linguistic structures, universal dependencies, and techniques for improving multilingual parsing performance.

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

CMU Multilingual NLP 2020 - Text to Speech

Explore text-to-speech systems for low-resource languages, covering analysis, pronunciation, prosody, waveform generation, and cross-lingual models. Learn efficient TTS building and multilingual challenges.

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

CMU Multilingual NLP 2020 - Low Resource ASR

Explore low-resource ASR techniques, including lexicon-free systems, cross-lingual recognition, and speech translation. Learn innovative approaches for languages with limited data.

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