[CourseClub NET] Coursera - Introduction to Deep Learning

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[CourseClub NET] Coursera - Introduction to Deep Learning
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Torrent File Content (81 files)

[CourseClub.NET] Coursera - Introduction to Deep Learning
001.Specialization Promo
001. Welcome to AML specialization!.mp4 -

13.67 MB

001. Welcome to AML specialization!.srt -

4.71 KB

002.Course intro
002. Course intro.mp4 -

22.1 MB

002. Course intro.srt -

8.78 KB

003.Linear model as the simplest neural network
003. Linear regression.mp4 -

35.73 MB

003. Linear regression.srt -

13.34 KB

004. Linear classification.mp4 -

42.66 MB

004. Linear classification.srt -

16.39 KB

005. Gradient descent.mp4 -

18.96 MB

005. Gradient descent.srt -

7.41 KB

004.Regularization in machine learning
006. Overfitting problem and model validation.mp4 -

26.42 MB

006. Overfitting problem and model validation.srt -

9.79 KB

007. Model regularization.mp4 -

19.85 MB

007. Model regularization.srt -

7.43 KB

005.Stochastic methods for optimization
008. Stochastic gradient descent.mp4 -

21.1 MB

008. Stochastic gradient descent.srt -

7.76 KB

009. Gradient descent extensions.mp4 -

36.57 MB

009. Gradient descent extensions.srt -

13.38 KB

006.The simplest neural network MLP
010. Multilayer perceptron (MLP).mp4 -

44.68 MB

010. Multilayer perceptron (MLP).srt -

18.51 KB

011. Chain rule.mp4 -

26.59 MB

011. Chain rule.srt -

9.97 KB

012. Backpropagation.mp4 -

31.63 MB

012. Backpropagation.srt -

11.37 KB

007.Matrix derivatives
013. Efficient MLP implementation.mp4 -

47.09 MB

013. Efficient MLP implementation.srt -

16.62 KB

014. Other matrix derivatives.mp4 -

21.42 MB

014. Other matrix derivatives.srt -

8.57 KB

008.TensorFlow framework
015. What is TensorFlow.mp4 -

39.44 MB

015. What is TensorFlow.srt -

14.67 KB

016. Our first model in TensorFlow.mp4 -

36.8 MB

016. Our first model in TensorFlow.srt -

13.84 KB

009.Philosophy of deep learning
017. What Deep Learning is and is not.mp4 -

29.46 MB

017. What Deep Learning is and is not.srt -

13.9 KB

018. Deep learning as a language.mp4 -

24.6 MB

018. Deep learning as a language.srt -

11.89 KB

010.Introduction to CNN
019. Motivation for convolutional layers.mp4 -

41.38 MB

019. Motivation for convolutional layers.srt -

15.97 KB

020. Our first CNN architecture.mp4 -

42.57 MB

020. Our first CNN architecture.srt -

13.32 KB

011.Modern CNNs
021. Training tips and tricks for deep CNNs.mp4 -

57.9 MB

021. Training tips and tricks for deep CNNs.srt -

18.18 KB

022. Overview of modern CNN architectures.mp4 -

32.24 MB

022. Overview of modern CNN architectures.srt -

9.52 KB

012.Applications of CNNs
023. Learning new tasks with pre-trained CNNs.mp4 -

19.28 MB

023. Learning new tasks with pre-trained CNNs.srt -

6.84 KB

024. A glimpse of other Computer Vision tasks.mp4 -

30.74 MB

024. A glimpse of other Computer Vision tasks.srt -

10.79 KB

013.Intro to Unsupervised Learning
025. Unsupervised learning what it is and why bother.mp4 -

23.78 MB

025. Unsupervised learning what it is and why bother.srt -

9.54 KB

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[CourseClub NET] Coursera - Introduction to Deep Learning

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