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Implementing ML Algos from scratch along with ML Case Studies

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This is where I implement ML algos and Linear Algebra stuff from scratch.


The Perceptron [First Paper implemented]

Screenshot from 2024-11-26 18-57-35

  • The perceptron algorithm fails to work where the data is non-linearly seperable
  • Or where the decision boundary is non-linear

Official Perceptron Paper Link


Generalised Linear Model (High Level View)

Screenshot from 2024-11-27 16-49-37


True-Positives, False-Positives, True-Negatives, False-Negatives

image


Similarity perspective of Kernels

Screenshot from 2024-12-21 18-40-00

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