Everyday Series

Foundation Models and the EU AI Act

Foundation Models and the EU AI Act

Assessing Compliance and Recommending Transparency Foundation models have revolutionized the field of artificial intelligence, shaping various aspects of our society. These models, like ChatGPT developed by OpenAI, possess remarkable capabilities that enable them to understand and generate human-like text. However, their deployment has not been without its challenges. From serious...

MeZO

MeZO

Fine-Tuning Large Language Models Without Backpropagation- Using a Memory-Efficient Approach Large language models with billions of parameters require huge amounts of memory and computing power when fine-tuning through backpropagation. This makes training larger and larger models challenging. The researchers propose a new approach called MeZO (memory-efficient zeroth-order optimizer) that can...

SnapFusion

SnapFusion

Text-to-image diffusion models have been gaining popularity due to their ability to generate stunning images from natural language descriptions. These models can rival the work of professional artists and photographers, but they are computationally expensive and slow to run. This is because they have complex network architectures and require tens...

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