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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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Bigram Models Simplified

Towards AI

There are many text generation algorithms that can be classified as deep learning-based methods (deep generative models) and probabilistic methods. Deep learning methods include using RNNs, LSTM, and GANs, and probabilistic methods include Markov processes.

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Linguistics-aware In-context Learning with Data Augmentation (LaiDA): An AI Framework for Enhanced Metaphor Components Identification in NLP Tasks

Marktechpost

Given the intricate nature of metaphors and their reliance on context and background knowledge, MCI presents a unique challenge in computational linguistics. In recent years, deep learning has offered new possibilities for MCI. The primary issue in MCI lies in the complexity and diversity of metaphors.

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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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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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Large Language Models – Technical Overview

Viso.ai

Machine learning especially Deep Learning is the backbone of every LLM. Emergence and History of LLMs Artificial Neural Networks (ANNs) and Rule-based Models The foundation of these Computational Linguistics models (CL) dates back to the 1940s when Warren McCulloch and Walter Pitts laid the groundwork for AI.