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This video tutorial introduces the concept of hugging pics, a project focused on fine-tuning a vision transformer using images found on the web. The process involves defining search terms to download images for classification. The model, Vision Image Transformer, was introduced by Google Brain in June 2021. The key point is the difference between a vision transformer and an NLP transformer. The project author explains fine-tuning VITs for image classification using Hugging Face transformers.