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Adagrad-RMSProp-Adam Optimization_code.ipynb
Adagrad-RMSProp-Adam Optimization_code.ipynb
 
 
GD Implementation for LR_.ipynb
GD Implementation for LR_.ipynb
 
 
GD Variants Batch - Mini-Batch - Stochastic_codes.ipynb
GD Variants Batch - Mini-Batch - Stochastic_codes.ipynb
 
 
Momentum - NAG.ipynb
Momentum - NAG.ipynb
 
 
README.md
README.md
 
 

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Optimization-Algorithms

Implemented Numerical Optimization Algorithms For single variable and Multi variables linear regression with stop criteria:

1- Batch Gradient Descent (GD)

2- Mini-Batch GD

3- Stochastic GD

4- Momentum-Based GD

5- NAG

6- Adagrad, RMSProp, and Adam.

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linear-regression momentum optimization-algorithms gradient-descent-algorithm stochastic-gradient-descent adam-optimizer minibatch-gradient-descent

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