Multilingual Natural Language Processing Courses and Certifications

Graham Neubig

CMU Multilingual Natural Language Processing 2022

Explore multilingual natural language processing techniques, from machine translation and speech recognition to endangered language documentation and cross-lingual transfer learning.

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

Graham Neubig

Multilingual Natural Language Processing 2020

Explore multilingual NLP techniques from typology to machine translation, covering cross-lingual transfer, speech processing, and low-resource language challenges.

• YouTube
• 17 hours 52 minutes
• On-Demand
• Free Video

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 Skills
• On-Demand
• Paid Course

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 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

Graham Neubig

CMU Multilingual NLP 2022 - Data-Driven Strategies for NMT

Explore data-driven strategies for neural machine translation, including evaluation methods, data augmentation techniques, and approaches for high and low-resource languages.

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

Graham Neubig

CMU Multilingual NLP 2022 - Typology

Explore language similarities, families, and typology. Learn about databases like WALS and techniques for typology prediction and language transfer in multilingual NLP.

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

Graham Neubig

CMU Multilingual NLP 2022 - Words, Parts of Speech, Morphology

Explore words, parts of speech, and morphology in multilingual NLP, covering linguistic concepts, UD Treebank annotations, and morphological analysis techniques.

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

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