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Title: Stochastic Gradient Descent Algorithm With Python and NumPy – Real Python

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Description: In this tutorial, you'll learn what the stochastic gradient descent algorithm is, how it works, and how to implement it with Python and NumPy.

Open Graph Description: In this tutorial, you'll learn what the stochastic gradient descent algorithm is, how it works, and how to implement it with Python and NumPy.

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Table of Contentshttps://realpython.com/gradient-descent-algorithm-python/#toc
Basic Gradient Descent Algorithmhttps://realpython.com/gradient-descent-algorithm-python/#basic-gradient-descent-algorithm
Cost Function: The Goal of Optimizationhttps://realpython.com/gradient-descent-algorithm-python/#cost-function-the-goal-of-optimization
Gradient of a Function: Calculus Refresherhttps://realpython.com/gradient-descent-algorithm-python/#gradient-of-a-function-calculus-refresher
Intuition Behind Gradient Descenthttps://realpython.com/gradient-descent-algorithm-python/#intuition-behind-gradient-descent
Implementation of Basic Gradient Descenthttps://realpython.com/gradient-descent-algorithm-python/#implementation-of-basic-gradient-descent
Learning Rate Impacthttps://realpython.com/gradient-descent-algorithm-python/#learning-rate-impact
Application of the Gradient Descent Algorithmhttps://realpython.com/gradient-descent-algorithm-python/#application-of-the-gradient-descent-algorithm
Short Exampleshttps://realpython.com/gradient-descent-algorithm-python/#short-examples
Ordinary Least Squareshttps://realpython.com/gradient-descent-algorithm-python/#ordinary-least-squares
Improvement of the Codehttps://realpython.com/gradient-descent-algorithm-python/#improvement-of-the-code
Stochastic Gradient Descent Algorithmshttps://realpython.com/gradient-descent-algorithm-python/#stochastic-gradient-descent-algorithms
Minibatches in Stochastic Gradient Descenthttps://realpython.com/gradient-descent-algorithm-python/#minibatches-in-stochastic-gradient-descent
Momentum in Stochastic Gradient Descenthttps://realpython.com/gradient-descent-algorithm-python/#momentum-in-stochastic-gradient-descent
Random Start Valueshttps://realpython.com/gradient-descent-algorithm-python/#random-start-values
Gradient Descent in Keras and TensorFlowhttps://realpython.com/gradient-descent-algorithm-python/#gradient-descent-in-keras-and-tensorflow
Conclusionhttps://realpython.com/gradient-descent-algorithm-python/#conclusion
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Basic Gradient Descent Algorithmhttps://realpython.com/gradient-descent-algorithm-python/#basic-gradient-descent-algorithm
Cost Function: The Goal of Optimizationhttps://realpython.com/gradient-descent-algorithm-python/#cost-function-the-goal-of-optimization
Gradient of a Function: Calculus Refresherhttps://realpython.com/gradient-descent-algorithm-python/#gradient-of-a-function-calculus-refresher
Intuition Behind Gradient Descenthttps://realpython.com/gradient-descent-algorithm-python/#intuition-behind-gradient-descent
Implementation of Basic Gradient Descenthttps://realpython.com/gradient-descent-algorithm-python/#implementation-of-basic-gradient-descent
Learning Rate Impacthttps://realpython.com/gradient-descent-algorithm-python/#learning-rate-impact
Application of the Gradient Descent Algorithmhttps://realpython.com/gradient-descent-algorithm-python/#application-of-the-gradient-descent-algorithm
Short Exampleshttps://realpython.com/gradient-descent-algorithm-python/#short-examples
Ordinary Least Squareshttps://realpython.com/gradient-descent-algorithm-python/#ordinary-least-squares
Improvement of the Codehttps://realpython.com/gradient-descent-algorithm-python/#improvement-of-the-code
Stochastic Gradient Descent Algorithmshttps://realpython.com/gradient-descent-algorithm-python/#stochastic-gradient-descent-algorithms
Minibatches in Stochastic Gradient Descenthttps://realpython.com/gradient-descent-algorithm-python/#minibatches-in-stochastic-gradient-descent
Momentum in Stochastic Gradient Descenthttps://realpython.com/gradient-descent-algorithm-python/#momentum-in-stochastic-gradient-descent
Random Start Valueshttps://realpython.com/gradient-descent-algorithm-python/#random-start-values
Gradient Descent in Keras and TensorFlowhttps://realpython.com/gradient-descent-algorithm-python/#gradient-descent-in-keras-and-tensorflow
Conclusionhttps://realpython.com/gradient-descent-algorithm-python/#conclusion
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Stochastic gradient descenthttps://en.wikipedia.org/wiki/Stochastic_gradient_descent
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gradient descent algorithmhttps://en.wikipedia.org/wiki/Gradient_descent
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subfields of mathematical programminghttps://en.wikipedia.org/wiki/Mathematical_optimization#Major_subfields
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