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From ML to AI to Generative AI (Practical AI #228)

Jun 21, 2023
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INSIGHT

AI as Data Transformation

  • AI models perform data transformation, taking input data and producing output data like a software function.
  • Unlike traditional software, model parameters are set through training, not fully programmed logic.
INSIGHT

Fine-Tuning Foundation Models

  • Fine-tuning large, already-trained models lets you adapt them to specific tasks without retraining from scratch.
  • This approach saves data and computational resources while keeping the power of large foundation models.
INSIGHT

Generative AI Model Usage

  • Generative AI models complete input sequences to create outputs like images, text, or music.
  • They are used as-is in many cases without further fine-tuning, marking a shift in AI usage.
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