A Complete Guide to Audio Datasets
🤗 Datasets is an open-source library for downloading and preparing datasets from all domains. Its minimalistic API allows users to download and prepare datasets in just one line of Python code, with a suite of functions that enable efficient pre-processing. The number of datasets available is unparalleled, with all the most popular machine learning
Read moreModel Cards
Model cards are an important documentation framework for understanding, sharing, and improving machine learning models. When done
Read moreZero-shot image segmentation with CLIPSeg
This guide shows how you can use CLIPSeg, a zero-shot image segmentation model, using 🤗 transformers. CLIPSeg creates rough segmentation masks that can be used for robot perception, image
Read moreAccelerating PyTorch Transformers with Intel Sapphire Rapids, part 1
About a year ago, we showed you how to distribute the training of Hugging Face transformers on a cluster or third-generation Intel Xeon Scalable CPUs (aka Ice Lake). Recently, Intel has launched the fourth generation of Xeon CPUs, code-named Sapphire Rapids, with exciting new instructions that speed up operations commonly found in deep learning models. In this post, you
Read moreIntroduction to Graph Machine Learning
In this blog post, we cover the basics of graph machine learning. We first study what graphs are, why they are used, and how best to represent them. We then cover briefly how people learn on graphs, from pre-neural methods (exploring graph features at the same time) to what are commonly called Graph Neural Networks. Lastly, we peek into the world of
Read moreAI for Game Development: Creating a Farming Game in 5 Days. Part 2
Welcome to AI for Game Development! In this series, we’ll be using AI tools to create a fully functional farming game in just 5 days. By the end of this series, you will have learned how you can incorporate a variety of AI tools into your game development workflow. I will show you how you can use AI tools for: Art Style
Read moreImage Similarity with Hugging Face Datasets and Transformers
In this post, you’ll learn to build an image similarity system with 🤗 Transformers. Finding out the similarity between a query image and potential candidates is an important use case for information retrieval systems, such as reverse image search, for example. All the system is trying to answer is that, given a query image
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