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[Python] [arXiv/cs] Paper "An Overview of Gradient Descent Optimization Algorithms" by Sebastian Ruder

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Paper-Implementation-Overview-Gradient-Descent-Optimization-Algorithms

forthebadge made-with-python

arXiv paper : "An Overview of Gradient Descent Optimization Algorithms"

- Sebastian Ruder

Python 2.7

Links to original paper published on arXiv.org>cs>arXiv:1609.04747 : [1], [2]

Implemented following Gradient Desent Optimization Algorithms from Scratch:

  1. Vanilla Batch/Stochastic Gradient Descent [3]
  2. Momentum [4] [5]
  3. Nesterov Accelarated Gradient [6]
  4. Adagrad [7]
  5. Adadelta [8]
  6. RMS Prop [9]