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#Low-Resource Languages

Showing: 12 courses
Association for Computing Machinery (ACM)

Exogenous and Endogenous Data Augmentation for Low-Resource Complex Named Entity Recognition - Lecture 1

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Explore data augmentation techniques for improving complex named entity recognition in low-resource scenarios, enhancing NLP model performance.
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1 Lesons
14 minutes
On-Demand
Free-Video
James Briggs

Building Transformer Tokenizers - Dhivehi NLP #1

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Learn to build an effective WordPiece tokenizer for Dhivehi, a low-resource language, overcoming unique challenges in NLP application. Explore tokenizer components, implementation, and usage for this fascinating language.
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18 Lesons
33 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP 2020 - Low Resource ASR

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Explore low-resource ASR techniques, including lexicon-free systems, cross-lingual recognition, and speech translation. Learn innovative approaches for languages with limited data.
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12 Lesons
44 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP - The LORELEI Project

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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.
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17 Lesons
44 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP - Information Extraction

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Explore information extraction for low-resource languages and its application in disaster response through LORELEI project, with insights on methods, results, and practical implications.
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12 Lesons
41 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP 2020 - Text to Speech

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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.
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15 Lesons
39 minutes
On-Demand
Free-Video
Alfredo Canziani

Low Resource Machine Translation

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Explore machine translation techniques for low-resource languages, covering evaluation methods, supervised and unsupervised learning approaches, and domain adaptation. Gain insights into Nepali-English translation case study.
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22 Lesons
1 hour 58 minutes
On-Demand
Free-Video
Open Data Science

Generative AI for Social Good - Applications and Ethical Considerations

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Explore generative AI's impact on social good, from medical imaging to language support. Learn about ethical applications in diversity training, bias detection, and enhancing communication in underrepresented languages.
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10 Lesons
25 minutes
On-Demand
Free-Video
Snorkel AI

Why GenAI Needs Careful Training Data Management

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Explore the critical role of training data management in GenAI, including harmonization across stages and its impact on model effectiveness and safety in various domains and languages.
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1 Lesons
18 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Low-resource Morphological Generation with Neural Sequence-to-Sequence Models

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Explore neural sequence-to-sequence approaches for morphological generation in low-resource languages, including multi-task learning, cross-lingual transfer, and semi-supervised techniques.
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1 Lesons
47 minutes
On-Demand
Free-Video
Trelis Research

Fine-tuning Llama 3 on Wikipedia Datasets for Low-Resource Languages

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Learn to fine-tune Llama 3 on Wikipedia datasets for low-resource languages. Master dataset creation, LoRA setup, blending techniques, and parameter optimization for improved language model performance.
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10 Lesons
44 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Extension is All You Need - But Sometimes Good Intentions Help Too

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Explore innovative approaches to language extension and their impact on linguistic analysis, with insights on balancing intentions and outcomes.
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1 Lesons
1 hour
On-Demand
Free-Video