Multilingual Natural Language Processing Courses and Certifications

Entity and Sentiment Analysis with the Natural Language API

The Cloud Natural Language API lets you extract entities, and perform sentiment and syntactic analysis on a block of text. In this hands-on lab you’ll learn how to extract entities and sentiment from text using the Cloud Natural Language API.

• Google Cloud Skills Boost
• On-Demand
• Paid Course

Graham Neubig

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
• On-Demand
• Free Video

Graham Neubig

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
• On-Demand
• Free Video

Graham Neubig

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
• On-Demand
• Free Video

Graham Neubig

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
• On-Demand
• Free Video

Graham Neubig

CMU Multilingual NLP 2020 - Automatic Speech Recognition

Learn about automatic speech recognition, covering pronunciation, acoustic, and language modeling techniques for multilingual NLP applications.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Graham Neubig

CMU Multilingual NLP 2020 - Speech

Explore speech production, language differences, and speech technologies in this comprehensive overview of vocal communication and its computational applications.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Graham Neubig

CMU Multilingual NLP - Unsupervised Translation

Explore unsupervised machine translation techniques, including word translation, back-translation, and bidirectional modeling. Learn about initialization methods and challenges in multilingual NLP.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Graham Neubig

CMU Multilingual NLP 2020 - Multilingual Training and Cross-Lingual Transfer

Explore multilingual NLP techniques, including cross-lingual transfer, zero-shot adaptation, and meta-learning. Learn strategies for balancing data, improving zero-shot performance, and addressing challenges in multilingual training.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Graham Neubig

CMU Multilingual NLP: Language Contact and Similarity Across Languages

Explore computational models of language contact, lexical borrowing, and cross-lingual similarities in this multilingual NLP lecture on language evolution and interaction.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Graham Neubig

CMU Multilingual NLP 2020 - Data Augmentation for Machine Translation

Explore data augmentation techniques for machine translation, including back-translation, multilingual training, and dictionary-based methods to improve low-resource language performance.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Graham Neubig

Multilingual NLP: Words, Parts of Speech, Morphology

Explore words, parts of speech, and morphology in multilingual NLP. Learn about linguistic subfields, morphemes, and morphological processes across diverse languages.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Graham Neubig

CMU Multilingual NLP - The LORELEI Project

Explore rapid development of low-resource information extraction in new languages, focusing on the LORELEI project's techniques, challenges, and real-world applications in disaster scenarios.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Graham Neubig

CMU Multilingual NLP 2022 - Speech

Explore speech fundamentals, applications, and challenges in multilingual contexts. Learn about speech recognition, synthesis, and translation technologies.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Graham Neubig

Multilingual NLP 2022 - Language Contact and Change

Explore language change, contact, and crosslingual similarities. Learn about loanwords, cognates, and computational models for transliteration and lexicon induction.

• YouTube
• 32 minutes
• On-Demand
• Free Video