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Download [ DevCourseWeb.com ] Udemy - Optimizers in Machine Learning and Deep Learning

DevCourseWeb com Udemy Optimizers in Machine Learning and Deep Learning

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[ DevCourseWeb.com ] Udemy - Optimizers in Machine Learning and Deep Learning

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Total Size

1.1 GB

Total Files

35

Last Seen

2025-07-18 23:59

Hash

76FE3D38FB169190423408FBAAB0A49D0F206134

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0.2 KB

/1 - Introduction/

1 - Introduction.mp4

15.1 MB

/.../2 - Stochastic Gradient Descent/

1 - Stochastic Gradient Descent (SGD) - Intro.mp4

38.8 MB

2 - SGD with Mean Squared Error - Gradient derivation.mp4

24.4 MB

3 - SGD - Excel implementation.mp4

45.8 MB

4 - SGD - Validating excel outputs using TensorFlow.mp4

35.3 MB

5 - SGD - Pros and Cons.mp4

30.4 MB

/3 - Momentum/

1 - Momentum - Intro.mp4

7.3 MB

2 - Momentum - Excel implementation.mp4

77.2 MB

3 - Momentum - Validating excel outputs using TensorFlow.mp4

33.3 MB

4 - Momentum - Pros and Cons.mp4

6.0 MB

/4 - NAG/

1 - NAG - Intro.mp4

9.9 MB

2 - NAG - Excel implementation.mp4

69.9 MB

3 - NAG - Validating excel outputs using TensorFlow.mp4

26.6 MB

4 - NAG - Pros and Cons.mp4

8.4 MB

/5 - Adagrad/

1 - Adagrad - Intro.mp4

84.3 MB

2 - Adagrad - Excel implementation.mp4

107.4 MB

3 - Adagrad - Validating excel outputs using TensorFlow.mp4

38.1 MB

4 - Adagrad - Pros and Cons.mp4

13.1 MB

/6 - RMSprop/

1 - RMSprop - Intro.mp4

15.6 MB

2 - RMSprop - Excel implementation.mp4

20.6 MB

3 - RMSprop - Validating excel outputs using TensorFlow.mp4

19.4 MB

4 - RMSprop - Pros and Cons.mp4

5.4 MB

/7 - Adam/

1 - Adam - Intro.mp4

23.1 MB

2 - Adam - Excel implementation.mp4

59.0 MB

3 - Adam - Validating excel outputs using TensorFlow.mp4

30.8 MB

4 - Adam - Pros and Cons.mp4

14.6 MB

/.../8 - Gradient derivation for different loss and activation functions/

1 - Gradient derivation - Intro.mp4

18.0 MB

2 - SGD with Mean Absolute Error.mp4

22.3 MB

3 - SGD with Root Mean Squared Error.mp4

26.3 MB

4 - SGD with ReLu Activation and Mean Absolute Error.mp4

73.6 MB

5 - SGD with Sigmoid Activation and Binary Log loss - Part 1.mp4

81.1 MB

6 - SGD with Sigmoid Activation and Binary Log loss - Part 2.mp4

17.8 MB

7 - Summary of gradients.mp4

3.2 MB

/~Get Your Files Here !/

Bonus Resources.txt

0.4 KB

 

Total files 35


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