Chapter 3 Deep Neural Network (DNN) Overview

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001. Why PyTorch.mp4

001. Why PyTorch.mp4

002. PyTorch Installation and Tensors Introduction.mp4

002. PyTorch Installation and Tensors Introduction.mp4

003. Automatic Differentiation PyTorch New.mp4

003. Automatic Differentiation PyTorch New.mp4

004. Why DNNs in Machine Learning.mp4

004. Why DNNs in Machine Learning.mp4

005. Representational Power and Data Utilization Capacity of DNN.mp4

005. Representational Power and Data Utilization Capacity of DNN.mp4

006. Perceptron.mp4

006. Perceptron.mp4

007. Perceptron Exercise.mp4

007. Perceptron Exercise.mp4

008. Perceptron Exercise Solution.mp4

008. Perceptron Exercise Solution.mp4

009. Perceptron Implementation.mp4

009. Perceptron Implementation.mp4

010. DNN Architecture.mp4

010. DNN Architecture.mp4

011. DNN Architecture Exercise.mp4

011. DNN Architecture Exercise.mp4

012. DNN Architecture Exercise Solution.mp4

012. DNN Architecture Exercise Solution.mp4

013. DNN Forward Step Implementation.mp4

013. DNN Forward Step Implementation.mp4

014. DNN Why Activation Function Is Required.mp4

014. DNN Why Activation Function Is Required.mp4

015. DNN Why Activation Function Is Required Exercise.mp4

015. DNN Why Activation Function Is Required Exercise.mp4

016. DNN Why Activation Function Is Required Exercise Solution.mp4

016. DNN Why Activation Function Is Required Exercise Solution.mp4

017. DNN Properties of Activation Function.mp4

017. DNN Properties of Activation Function.mp4

018. DNN Activation Functions in PyTorch.mp4

018. DNN Activation Functions in PyTorch.mp4

019. DNN What Is Loss Function.mp4

019. DNN What Is Loss Function.mp4

020. DNN What Is Loss Function Exercise.mp4

020. DNN What Is Loss Function Exercise.mp4

021. DNN What Is Loss Function Exercise Solution.mp4

021. DNN What Is Loss Function Exercise Solution.mp4

022. DNN What Is Loss Function Exercise 02.mp4

022. DNN What Is Loss Function Exercise 02.mp4

023. DNN What Is Loss Function Exercise 02 Solution.mp4

023. DNN What Is Loss Function Exercise 02 Solution.mp4

024. DNN Loss Function in PyTorch.mp4

024. DNN Loss Function in PyTorch.mp4

025. DNN Gradient Descent.mp4

025. DNN Gradient Descent.mp4

026. DNN Gradient Descent Exercise.mp4

026. DNN Gradient Descent Exercise.mp4

027. DNN Gradient Descent Exercise Solution.mp4

027. DNN Gradient Descent Exercise Solution.mp4

028. DNN Gradient Descent Implementation.mp4

028. DNN Gradient Descent Implementation.mp4

029. DNN Gradient Descent Stochastic Batch Minibatch.mp4

029. DNN Gradient Descent Stochastic Batch Minibatch.mp4

030. DNN Gradient Descent Summary.mp4

030. DNN Gradient Descent Summary.mp4

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