The Main Patterns in Generative AI Lifecycles

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The Main Patterns in Generative AI Lifecycles
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Discover the evolution and integration of generative AI in enterprise environments: from rule-based systems to large-scale real-time content generation.

Generative AI, dating back to the 1950s, evolved from early rule-based systems to models using deep learning algorithms. In the last decade, advancements in hardware and software enabled real-time, high-quality content generation by large-scale . generative AI models In this article, I’ll tell how you can successfully integrate Generative AI into large-scale production processes within the business environment.

fine-tunes only a subset of the model's parameters, either through adaptor tuning or Low-Rank Adaptation of . Large Language Models adds a task-specific layer trained on a small set of labeled examples, letting the model learn task-specific features without full parameter fine-tuning. Adaptor tuning approximates the model's parameters with a low-rank matrix using matrix factorization, efficiently fine-tuning it on a small dataset of labeled examples to learn task-specific features.

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