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Build a 100% AI Chatbot with Vision, OCR, Speech Recognition, Text-to-Speech, Image Generation, and Video Analysis

Multimodal learning is a type of deep learning that integrates and processes multiple data modalities, such as text, audio, images, and video. This integration enables a more holistic understanding of complex data, improving model performance on tasks such as visual question answering, cross-modal retrieval,text-to-image generation,aesthetic ranking, and image captioning

This guide is for engineers who want to build AI systems that work with different types of data. It explains how to combine text, images, audio, and video into a single model. The guide covers the basics, such as how tokens work and why it is important to manage information limits and token costs to keep models efficient.

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