princyi / password-protected-zip-file-

This Python script creates a password-protected ZIP file using the pyzipper library. It allows you to specify the files to include in the ZIP and set a password for encryption. The resulting ZIP file requires the provided password to access its contents, providing an additional layer of security.
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Discriminative, Predictive, and Generative AI #11

Open princyi opened 2 months ago

princyi commented 2 months ago

Discriminative Models Machine Learning (ML) has progressed significantly with the advent of Deep Learning and Transformer Architecture, providing two prime categories:

1.Discriminative (Predictive) AI 2.Generative AI

Discriminative AI excels in categorization, and spotting boundaries in data to predict outcomes. Examples of discriminative models include:

a. Decision Trees b. Linear Regression c. Convolutional Neural Networks (CNNs) d. Recurrent Neural Networks (RNNs)

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Generative AI Generative AI shines in creating new data resembling the input, with models like:

  1. Generative Adversarial Networks
  2. Variational Autoencoders

The choice between these paths is based on:

  1. Task complexity
  2. Data quality
  3. Computational resources.