Image search with 🤗 datasets

🤗 datasets is a library that makes it easy to access and share datasets. It also makes it easy to process data efficiently — including working with data which doesn’t fit into memory. When datasets was first launched, it was associated mostly with text data. However, recently, datasets has added increased    

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Accelerate BERT inference with Hugging Face Transformers and AWS Inferentia

notebook: sagemaker/18_inferentia_inference The adoption of BERT and Transformers continues to grow. Transformer-based models are now not only achieving state-of-the-art performance in Natural Language Processing but also for Computer Vision, Speech, and Time-Series. 💬 🖼 🎤 ⏳ Companies are now slowly moving from the experimentation and research phase to the production phase in    

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Machine Learning Experts – Margaret Mitchell

Hey friends! Welcome to Machine Learning Experts. I’m your host, Britney Muller and today’s guest is none other than Margaret Mitchell (Meg for short). Meg founded & co-led Google’s Ethical AI Group, is a pioneer in the field of Machine Learning, has published over 50 papers, and is a leading researcher in Ethical AI. You’ll hear Meg talk about the    

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Don’t Repeat Yourself*

Designing open-source libraries for modern machine learning “Don’t repeat yourself”, or DRY, is a well-known principle of software development. The principle originates from “The pragmatic programmer”, one of the most read books on code design. The principle’s simple message    

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Habana Labs and Hugging Face Partner to Accelerate Transformer Model Training

Santa Clara and San Francisco, CA, April 12th, 2022 Powered by deep learning, transformer models deliver state-of-the-art performance on a wide range of machine learning tasks, such as natural language processing, computer vision, speech, and more. However, training them at scale often requires a large amount of computing power, making the whole process unnecessarily long, complex, and costly. Today,

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Machine Learning Experts – Lewis Tunstall

Hey friends! Welcome to Machine Learning Experts. I’m your host, Britney Muller and today’s guest is Lewis Tunstall. Lewis is a Machine Learning Engineer at Hugging Face where he works on applying Transformers to automate business processes and solve MLOps challenges. Lewis has built ML applications for startups and enterprises in the domains of NLP, topological data analysis, and time    

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CO2 Emissions and the 🤗 Hub: Leading the Charge

Climate change is one of the greatest challenges that we are facing and reducing emissions of greenhouse gases such as carbon dioxide (CO2) is an important part of tackling this problem. Training and deploying machine learning models will emit CO2 due to the energy usage of the computing infrastructures that are used: from GPUs to storage, it all needs energy to function and emits CO2 in the process. Pictured: Recent Transformer models and their carbon footprints The amount of CO2 […]

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