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Modular Deep Learning

Sebastian Ruder

This post gives a brief overview of modularity in deep learning. Fuelled by scaling laws, state-of-the-art models in machine learning have been growing larger and larger. We give an in-depth overview of modularity in our survey on Modular Deep Learning. Case studies of modular deep learning.

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Alibaba Researchers Unveil Unicron: An AI System Designed for Efficient Self-Healing in Large-Scale Language Model Training

Marktechpost

The development of Large Language Models (LLMs), such as GPT and BERT, represents a remarkable leap in computational linguistics. The computational intensity required and the potential for various failures during extensive training periods necessitate innovative solutions for efficient management and recovery.

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NLP Landscape: Germany (Research & Education)

NLP People

Cluster of Excellence on “Multimodal Computing and Interaction”, Saarland University MMCI Cluster of Excellence is a collaborative top-research facility, bringing together computer science, software systems, and computational linguistics. in Computational Linguistics, and PhD opportunities.

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NLP Landscape: Switzerland

NLP People

Several labs have natural language processing and understanding as research areas such as Artificial Intelligence Laboratory , lead Boi Faltings , the Data Science Lab lead by Robert West and the Machine Learning and Optimization Laboratory , lea d by Martin Jaggi.

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NLP Landscape: Germany (Industry & Meetups)

NLP People

Babbel Based in Berlin and New York, Babbel is a language learning platform, helping one learn a new language on the go. handles most common and repetitive questions in self-learning chat-based customer service. Their products are language-agnostic as they use deep learning in the development of their algorithms.

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Sentiment Analysis With SparkNLP and Comet

Heartbeat

Picture by Anna Nekrashevich , Pexels.com Introduction Sentiment analysis is a natural language processing technique which identifies and extracts subjective information from source materials using computational linguistics and text analysis. We’re committed to supporting and inspiring developers and engineers from all walks of life.

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SQuARE: Towards Multi-Domain and Few-Shot Collaborating Question Answering Agents

ODSC - Open Data Science

Iryna is co-director of the NLP program within ELLIS, a European network of excellence in machine learning. She is currently the president of the Association of Computational Linguistics. Euro) in 2021.