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feat: Add implementation of Adaptive Neural Complexity (ANC) algorithm #112

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MuhammadBabarWaseem
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Summary

This Pull Request introduces the Adaptive Neural Complexity (ANC) algorithm, a novel approach to dynamically adjusting the architecture of neural networks based on input data complexity. The algorithm also integrates meta-learning techniques to self-tune hyperparameters during training.

Key Features:

  • Dynamic Neural Architecture: Automatically adds or prunes layers depending on the complexity of the data.
  • Meta-Learning Hyperparameter Tuning: A meta-controller adjusts learning rate, dropout, and other hyperparameters in real-time.
  • Efficient Learning: Balances resource usage by maintaining optimal network size for the given task.

Files Added:

  • adaptive_neural_complexity.py: Contains the full implementation of the ANC algorithm.
  • README.md: Explains the algorithm, its usage, and contributions for Hacktoberfest 2024.

This PR is part of Hacktoberfest 2024 and aims to push innovations in adaptive AI, ML, and DL methods.

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Thank you for submitting your pull request! 🙌 We'll review it as soon as possible. In the meantime, please ensure that you star the repository and follow me in github,otherwise PR will not merged. If there are any specific instructions or feedback regarding your PR, we'll provide them here. Thanks again for your contribution! 😊

@abhisek247767 abhisek247767 added good first issue Good for newcomers Hacktoberfest PR for Hacktoberfest Hacktoberfest 2024 labels Oct 23, 2024
@abhisek247767 abhisek247767 merged commit 72313f9 into abhisek247767:temp Oct 23, 2024
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2 participants