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Understanding ‘Encoders’ Visual Encoders Training Neural Networks Pre-trained Encoders Common Datasets for Pre-training Types of Pre-trained Visual Encoders Fine-tuning & Transfer Learning Applications Challenges & Considerations Conclusion Pre-trained visual encoders leverage prior knowledge from extensive datasets to offer a head start when tackling new visual tasks. They encapsulate a form of “transfer learning,” allowing models

Basic Understanding of Modality In the context of AI, a “modality” refers to a specific type of data or way of interacting. For example, text, images, audio, and videos are different modalities. Each modality offers a unique representation of information. What is Multi-Modality? Multi-modality involves combining information from multiple modalities to improve AI’s understanding, representation,