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What is Multimodal AI? In its simplest definition, multimodal AI is a form of artificial intelligence that can comprehend and deal with more than one kind of input—at least text, images, audio, and even video—simultaneously. Consider how humans…
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Understanding the Two Model Types in Simple Terms Both generative and predictive AI models learn from data at the core. However, they are built for very different purposes. Generative AI models are designed to create content that had…
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Understanding the Core Differences That is, by choosing between CNNs, RNNs, and Transformers, you are choosing how a model sees patterns in data: whether they are spatial, temporal, or contextual relationships across long sequences. Let's break that down:…
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1. When You Have Limited Compute Resources This is the most common and most practical reason. Fine-tuning a model like Llama 70B or GPT-sized architectures is usually impossible for most developers or companies. You need: Multiple A100/H100 GPUs…
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1. The Big Idea Behind the Transformer Instead of reading a sentence word-by-word as in an RNN, the Transformer reads the whole sentence in parallel. This alone dramatically speeds up training. But then the natural question would be:…
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1. Start with the Problem — Not the Model Specify what you actually require even before you look at models. Ask yourself: What am I trying to do — classify, predict, generate content, recommend, or reason? What is…