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Classification Algorithms:

  1. Implementing a perceptron learning algorithm in Python
    -> An object-oriented perceptron API
    -> Training a perceptron model on the Iris dataset
  2. Adaptive linear neurons and the convergence of learning
    -> Minimizing cost functions with gradient descent
    -> Implementing an Adaptive Linear Neuron in Python
    -> Improving gradient descent through feature scaling
    -> Large scale machine learning and stochastic gradient descent

image

Plot of perceptron decision regions

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