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UPSC Dictionary

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India has the longest written constitution in the world with 448 articles across 25 parts and 12 schedules.

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Hugging Face

Hugging Face is a private company and a vast open-source community platform, often described as the "GitHub for machine learning". It provides tools, models, and datasets for working with artificial intelligence (AI), particularly in Natural Language Processing (NLP). The company was founded in 2016 in New York City by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. It initially began as a company developing a chatbot app for teenagers but pivoted after open-sourcing its internal tools and recognizing the power of the underlying models. This shift solved the problem of making advanced machine learning infrastructure accessible and collaborative.

The core mechanism is the Hugging Face Hub, a central web-based platform that hosts over 2.4 million models and 730,000 datasets as of May 2026. Its key components include the Transformers library, a Python library that offers a unified API for state-of-the-art models like BERT and GPT across frameworks like PyTorch and TensorFlow. The platform also features Spaces, which allows users to deploy models as live web applications. Hugging Face champions an open-source approach, contrasting with closed services like the OpenAI API, and has become the default distribution channel for open-weight models like Google's Gemma 4. A recent notable event was the Hugging Face incident (a system breach) in August 2026, which prompted OpenAI to announce changes to its safety practices. The platform continues to evolve, recently adding Inference Providers to route model requests to various compute providers.

References

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