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Matrices of Quantized Eigenvectors for Second-Order Optimization of 4-bit Deep Learning Networks

Deep neural networks (DNNs) have found widespread success across various fields. This success can be attributed to first-order optimizers such as stochastic gradient descent with momentum (SGDM) and AdamW. However, these methods encounter challenges in efficiently training large-scale models. As an alternative, second-order optimizers like K-FAC, Shampoo, AdaBK, and Sophia have demonstrated superior convergence properties,…

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Introducing Tsinghua University’s GLM-4-9B-Chat-1M: A Remarkable Language Model Competing Against GPT 4V, Gemini Pro (focused on vision), Mistral and Llama 3 8B.

Tsinghua University's Knowledge Engineering Group (KEG) has introduced GLM-4 9B, an innovative, open-source language model that surpasses other models like GPT-4 and Gemini in different benchmark tests. Developed by the Tsinghua Deep Model (THUDM) team, GLM-4 9B signals an important development in the sphere of natural language processing. At its core, GLM-4 9B is a colossal…

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Introducing Mesop: A UI Framework built with Python that enables the creation of web applications such as demonstrations and proprietary AI/Machine Learning applications.

Building web applications can be a daunting task, especially for those who are not well-versed with JavaScript, CSS, or HTML. Creating visually appealing and functional web applications can take a lot of time and delays in the development process can negatively impact productivity and innovation. Traditionally, frameworks like Django and Flask have been used to…

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