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Beginning with the standard gradient descent algorithm I implemented in a prior assignment, this project:

  1. Extended GD algorithms to stochastic gradient descent (SGD). https://www.cs.cornell.edu/courses/cs4787/2019sp/notes/lecture5.pdf

  2. Extended SGD to implement momentum. https://towardsdatascience.com/stochastic-gradient-descent-with-momentum-a84097641a5d

  3. Modieifed SGD to implement the Adam optimizer algorithm. https://towardsdatascience.com/a-visual-explanation-of-gradient-descent-methods-momentum-adagrad-rmsprop-adam-f898b102325c`

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