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statistical-inference

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A descriptive and inferential statistical analysis from the Kaggle database on the data collected by an IoT smoke detection device. Machine learning techniques were also used to help build this smart device, increasing its accuracy.

  • Updated May 14, 2024
  • Jupyter Notebook

In this project, we will construct deep learning models from scratch using NumPy , including linear regression, logistic regression, and neural networks. we also converge parameter estimation, back-propagation, and statistical inference.

  • Updated May 5, 2024
  • Jupyter Notebook

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