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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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Language Modeling, Ethical Considerations of Generative AI, and Responsible AI

ODSC - Open Data Science

However, breakthroughs in Artificial Intelligence over the years have led to the development of advanced forms of Machine Learning, such as Deep Learning and Reinforcement Learning, which have transformed every industry. Traditionally, Language Models were trained using statistical techniques like N-grams.

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Best Large Language Models & Frameworks of 2023

AssemblyAI

These feats of computational linguistics have redefined our understanding of machine-human interactions and paved the way for brand-new digital solutions and communications. LLMs leverage deep learning architectures to process and understand the nuances and context of human language. How Do Large Language Models Work?

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

ODSC - Open Data Science

Moreover, combining expert agents is an immensely easier task to learn by neural networks than end-to-end QA. 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.

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ChatGPT4 still leads ChatBot/LLM Leaderboard

Bugra Akyildiz

Assignments will include the basics of reinforcement learning as well as deep reinforcement learning — an extremely promising new area that combines deep learning techniques with reinforcement learning. HuggingFace has a new class called Audio where they talk about Text to Speech (TTS).

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Major trends in NLP: a review of 20 years of ACL research

NLP People

The 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019) is starting this week in Florence, Italy. NLP, a major buzzword in today’s tech discussion, deals with how computers can understand and generate language. Neural Networks are the workhorse of Deep Learning (cf.

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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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