GitHub

VAR: a new visual generation method elevates GPT-style models beyond diffusion & Scaling laws observed

🕹️ Try and Play with VAR! We provide a demo website for you to play with VAR models and generate images interactively. Enjoy the fun of visual autoregressive modeling! We provide a demo website for ...
Microsoft

Who Says Elephants Can’t Run: Bringing Large Scale MoE Models into Cloud Scale Production

Mixture of Experts (MoE) models with conditional execution of sparsely activated layers have enabled training models with a much larger number of parameters. As a result, these models have achieved ...
IEEE

Generative Artificial Intelligence on Edge Devices: Models, Hardware, and Systems: A tutorial

Abstract: Generative artificial intelligence (GenAI) refers to the use of neural networks to produce new output data, which could be in the form of text, image, audio, video, or other modalities.
GitHub

Kats: A kit to analyze time series data

Kats is a toolkit to analyze time series data, a lightweight, easy-to-use, and generalizable framework to perform time series analysis. Time series analysis is an essential component of Data Science ...
IEEE

DeepSpeed- Inference: Enabling Efficient Inference of Transformer Models at Unprecedented Scale

Abstract: The landscape of transformer model inference is increasingly diverse in model size, model characteristics, latency and throughput requirements, hardware requirements, etc. With such ...