Name [ FreeCourseWeb.com ] Deep Learning CNN - Convolutional Neural Networks with Python

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UpdateDate 2024-9-4

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Files ~Get Your Files Here !/Chapter 9 Transfer Learning/005. Project in TensorFlow.mp4 | 149.67MB ~Get Your Files Here !/Bonus Resources.txt | 386B ~Get Your Files Here !/Chapter 1 Introduction to the Course/001. Course Overview.mp4 | 48.80MB ~Get Your Files Here !/Chapter 1 Introduction to the Course/002. Introduction to Instructor.mp4 | 13.68MB ~Get Your Files Here !/Chapter 1 Introduction to the Course/003. Why CNN.mp4 | 82.84MB ~Get Your Files Here !/Chapter 1 Introduction to the Course/004. Focus of the Course.mp4 | 13.93MB ~Get Your Files Here !/Chapter 10 YOLO/001. Image Classification Revisited.mp4 | 20.46MB ~Get Your Files Here !/Chapter 10 YOLO/002. Sliding Window Object Localization.mp4 | 29.04MB ~Get Your Files Here !/Chapter 10 YOLO/003. Sliding Window Efficient Implementation.mp4 | 27.16MB ~Get Your Files Here !/Chapter 10 YOLO/004. YOLO Introduction.mp4 | 34.72MB ~Get Your Files Here !/Chapter 10 YOLO/005. YOLO Training Data Generation.mp4 | 26.96MB ~Get Your Files Here !/Chapter 10 YOLO/006. YOLO Anchor Boxes.mp4 | 41.04MB ~Get Your Files Here !/Chapter 10 YOLO/007. YOLO Algorithm.mp4 | 29.52MB ~Get Your Files Here !/Chapter 10 YOLO/008. YOLO Non-Maxima Suppression.mp4 | 32.63MB ~Get Your Files Here !/Chapter 10 YOLO/009. RCNN.mp4 | 11.53MB ~Get Your Files Here !/Chapter 10 YOLO/010. YOLO Activity.mp4 | 5.26MB ~Get Your Files Here !/Chapter 11 Face Verification/001. Problem Setup.mp4 | 26.58MB ~Get Your Files Here !/Chapter 11 Face Verification/002. Project Implementation.mp4 | 71.52MB ~Get Your Files Here !/Chapter 11 Face Verification/003. Face Verification Activity.mp4 | 4.58MB ~Get Your Files Here !/Chapter 12 Neural Style Transfer/001. Problem Setup.mp4 | 110.22MB ~Get Your Files Here !/Chapter 12 Neural Style Transfer/002. Implementation TensorFlow Hub.mp4 | 28.63MB ~Get Your Files Here !/Chapter 12 Neural Style Transfer/003. Thank You and Conclusion.mp4 | 12.31MB ~Get Your Files Here !/Chapter 2 Image Processing/001. Gray-Scale Images.mp4 | 37.23MB ~Get Your Files Here !/Chapter 2 Image Processing/002. Gray-Scale Images Quiz.mp4 | 3.99MB ~Get Your Files Here !/Chapter 2 Image Processing/003. Gray-Scale Images Solution.mp4 | 4.91MB ~Get Your Files Here !/Chapter 2 Image Processing/004. RGB Images.mp4 | 29.43MB ~Get Your Files Here !/Chapter 2 Image Processing/005. RGB Images Quiz.mp4 | 4.60MB ~Get Your Files Here !/Chapter 2 Image Processing/006. RGB Images Solution.mp4 | 5.02MB ~Get Your Files Here !/Chapter 2 Image Processing/007. Reading and Showing Images in Python.mp4 | 36.93MB ~Get Your Files Here !/Chapter 2 Image Processing/008. Reading and Showing Images in Python Quiz.mp4 | 4.07MB ~Get Your Files Here !/Chapter 2 Image Processing/009. Reading and Showing Images in Python Solution.mp4 | 607.62KB ~Get Your Files Here !/Chapter 2 Image Processing/010. Converting an Image to Grayscale in Python.mp4 | 29.93MB ~Get Your Files Here !/Chapter 2 Image Processing/011. Converting an Image to Grayscale in Python Quiz.mp4 | 4.43MB ~Get Your Files Here !/Chapter 2 Image Processing/012. Converting an Image to Grayscale in Python Solution.mp4 | 5.41MB ~Get Your Files Here !/Chapter 2 Image Processing/013. Image Formation.mp4 | 14.47MB ~Get Your Files Here !/Chapter 2 Image Processing/014. Image Formation Quiz.mp4 | 4.33MB ~Get Your Files Here !/Chapter 2 Image Processing/015. Image Formation Solution.mp4 | 4.48MB ~Get Your Files Here !/Chapter 2 Image Processing/016. Image Blurring 1.mp4 | 36.91MB ~Get Your Files Here !/Chapter 2 Image Processing/017. Image Blurring 1 Quiz.mp4 | 1.78MB ~Get Your Files Here !/Chapter 2 Image Processing/018. Image Blurring 1 Solution.mp4 | 3.23MB ~Get Your Files Here !/Chapter 2 Image Processing/019. Image Blurring 2.mp4 | 39.06MB ~Get Your Files Here !/Chapter 2 Image Processing/020. Image Blurring 2 Quiz.mp4 | 4.42MB ~Get Your Files Here !/Chapter 2 Image Processing/021. Image Blurring 2 Solution.mp4 | 5.32MB ~Get Your Files Here !/Chapter 2 Image Processing/022. General Image Filtering.mp4 | 16.63MB ~Get Your Files Here !/Chapter 2 Image Processing/023. Convolution.mp4 | 22.76MB ~Get Your Files Here !/Chapter 2 Image Processing/024. Edge Detection.mp4 | 29.17MB ~Get Your Files Here !/Chapter 2 Image Processing/025. Image Sharpening.mp4 | 19.62MB ~Get Your Files Here !/Chapter 2 Image Processing/026. Implementation of Image Blurring Edge Detection Image Sharpening in Python.mp4 | 64.42MB ~Get Your Files Here !/Chapter 2 Image Processing/027. Parametric Shape Detection.mp4 | 34.16MB ~Get Your Files Here !/Chapter 2 Image Processing/028. Image Processing.mp4 | 15.08MB ~Get Your Files Here !/Chapter 2 Image Processing/029. Image Processing Activity.mp4 | 9.67MB ~Get Your Files Here !/Chapter 2 Image Processing/030. Image Processing Activity Solution.mp4 | 40.35MB ~Get Your Files Here !/Chapter 3 Object Detection/001. Introduction to Object Detection.mp4 | 35.74MB ~Get Your Files Here !/Chapter 3 Object Detection/002. Classification Pipeline.mp4 | 43.89MB ~Get Your Files Here !/Chapter 3 Object Detection/003. Classification Pipeline Quiz.mp4 | 4.22MB ~Get Your Files Here !/Chapter 3 Object Detection/004. Classification Pipeline Solution.mp4 | 970.89KB ~Get Your Files Here !/Chapter 3 Object Detection/005. Sliding Window Implementation.mp4 | 24.97MB ~Get Your Files Here !/Chapter 3 Object Detection/006. Shift Scale Rotation Invariance.mp4 | 46.04MB ~Get Your Files Here !/Chapter 3 Object Detection/007. Shift Scale Rotation Invariance Exercise.mp4 | 58.64MB ~Get Your Files Here !/Chapter 3 Object Detection/008. Person Detection.mp4 | 42.15MB ~Get Your Files Here !/Chapter 3 Object Detection/009. HOG Features.mp4 | 38.04MB ~Get Your Files Here !/Chapter 3 Object Detection/010. HOG Features Exercise.mp4 | 28.57MB ~Get Your Files Here !/Chapter 3 Object Detection/011. Hand Engineering Versus CNNs.mp4 | 30.05MB ~Get Your Files Here !/Chapter 3 Object Detection/012. Object Detection Activity.mp4 | 112.34KB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/001. Neuron and Perceptron.mp4 | 43.63MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/002. DNN Architecture.mp4 | 22.61MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/003. DNN Architecture Quiz.mp4 | 5.79MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/004. DNN Architecture Solution.mp4 | 7.13MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/005. FeedForward FullyConnected MLP.mp4 | 16.69MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/006. Calculating Number of Weights of DNN.mp4 | 13.96MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/007. Calculating Number of Weights of DNN Quiz.mp4 | 347.59KB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/008. Calculating Number of Weights of DNN Solution.mp4 | 7.08MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/009. Number of Neurons Versus Number of Layers.mp4 | 25.11MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/010. Discriminative Versus Generative Learning.mp4 | 22.14MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/011. Universal Approximation Theorem.mp4 | 26.77MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/012. Why Depth.mp4 | 12.78MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/013. Decision Boundary in DNN.mp4 | 22.09MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/014. Decision Boundary in DNN Quiz.mp4 | 5.55MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/015. Decision Boundary in DNN Solution.mp4 | 1.51MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/016. BiasTerm.mp4 | 17.85MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/017. BiasTerm Quiz.mp4 | 3.27MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/018. BiasTerm Solution.mp4 | 4.02MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/019. Activation Function.mp4 | 30.36MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/020. Activation Function Quiz.mp4 | 1.37MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/021. Activation Function Solution.mp4 | 6.27MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/022. DNN Training Parameters.mp4 | 33.44MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/023. DNN Training Parameters Quiz.mp4 | 4.50MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/025. Gradient Descent.mp4 | 21.52MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/026. Backpropagation.mp4 | 40.28MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/027. Training DNN Animation.mp4 | 16.97MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/028. Weight Initialization.mp4 | 41.79MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/029. Weight Initialization Quiz.mp4 | 4.03MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/030. Weight Initialization Solution.mp4 | 5.60MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/031. Batch MiniBatch Stochastic Gradient Descent.mp4 | 28.83MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/032. Batch Normalization.mp4 | 22.01MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/033. Rprop and Momentum.mp4 | 57.97MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/034. Rprop and Momentum Quiz.mp4 | 5.91MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/035. Rprop and Momentum Solution.mp4 | 4.65MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/036. Convergence Animation.mp4 | 32.24MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/037. DropOut, Early Stopping and Hyperparameters.mp4 | 51.08MB ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/038. DropOut, Early Stopping and Hyperparameters Quiz.mp4 | 4.56MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/001. Convolution Revisited.mp4 | 27.06MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/002. Implementing Convolution in Python Revisited.mp4 | 22.62MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/003. Why Convolution.mp4 | 18.75MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/004. Filters Padding Strides.mp4 | 25.03MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/005. Padding Image.mp4 | 30.90MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/006. Pooling Tensors.mp4 | 22.42MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/007. CNN Example.mp4 | 23.00MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/008. Convolution and Pooling Details.mp4 | 26.97MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/009. MaxPooling Exercise.mp4 | 8.82MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/010. NonVectorized Implementations of Conv2d and Pool2d.mp4 | 63.89MB ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/011. Deep Neural Network Architecture Activity.mp4 | 7.94MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/001. Example Setup.mp4 | 23.67MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/002. Why Derivatives.mp4 | 38.08MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/003. Why Derivatives Quiz.mp4 | 1.65MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/004. Why Derivatives Solution.mp4 | 8.55MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/005. What Is Chain Rule.mp4 | 29.53MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/006. Applying Chain Rule.mp4 | 23.01MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/007. Gradients of MaxPooling Layer.mp4 | 23.21MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/008. Gradients of MaxPooling Layer Quiz.mp4 | 2.59MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/009. Gradients of MaxPooling Layer Solution.mp4 | 3.76MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/010. Gradients of Convolutional Layer.mp4 | 37.61MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/011. Extending to Multiple Filters.mp4 | 16.04MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/012. Extending to Multiple Layers.mp4 | 25.29MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/014. Extending to Multiple Layers Solution.mp4 | 24.56MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/015. Implementation in NumPy ForwardPass.mp4 | 29.43MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/016. Implementation in NumPy BackwardPass 1.mp4 | 24.73MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/017. Implementation in NumPy BackwardPass 2.mp4 | 15.48MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/018. Implementation in NumPy BackwardPass 3.mp4 | 32.59MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/019. Implementation in NumPy BackwardPass 4.mp4 | 49.57MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/020. Implementation in NumPy BackwardPass 5.mp4 | 80.87MB ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/021. Gradient Descent in CNNs Activity.mp4 | 378.09KB ~Get Your Files Here !/Chapter 7 Introduction to TensorFlow/001. Introduction to TensorFlow.mp4 | 17.10MB ~Get Your Files Here !/Chapter 7 Introduction to TensorFlow/002. FashionMNIST Example Plan Neural Network.mp4 | 89.38MB ~Get Your Files Here !/Chapter 7 Introduction to TensorFlow/003. FashionMNIST Example CNN.mp4 | 88.26MB ~Get Your Files Here !/Chapter 7 Introduction to TensorFlow/004. Introduction to TensorFlow Activity.mp4 | 4.45MB ~Get Your Files Here !/Chapter 8 Classical CNNs/001. LeNet.mp4 | 14.51MB ~Get Your Files Here !/Chapter 8 Classical CNNs/002. LeNet Quiz.mp4 | 3.76MB ~Get Your Files Here !/Chapter 8 Classical CNNs/003. LeNet Solution.mp4 | 8.68MB ~Get Your Files Here !/Chapter 8 Classical CNNs/004. AlexNet.mp4 | 30.11MB ~Get Your Files Here !/Chapter 8 Classical CNNs/005. VGG.mp4 | 18.53MB ~Get Your Files Here !/Chapter 8 Classical CNNs/006. InceptionNet.mp4 | 30.02MB ~Get Your Files Here !/Chapter 8 Classical CNNs/007. GoogLeNet.mp4 | 18.38MB ~Get Your Files Here !/Chapter 8 Classical CNNs/008. Resnet.mp4 | 31.12MB ~Get Your Files Here !/Chapter 8 Classical CNNs/009. Classical CNNs Activity.mp4 | 4.85MB ~Get Your Files Here !/Chapter 9 Transfer Learning/001. What Is Transfer learning.mp4 | 14.93MB ~Get Your Files Here !/Chapter 9 Transfer Learning/002. Why Transfer Learning.mp4 | 39.11MB ~Get Your Files Here !/Chapter 9 Transfer Learning/003. ImageNet Challenge.mp4 | 42.58MB ~Get Your Files Here !/Chapter 9 Transfer Learning/004. Practical Tips.mp4 | 22.63MB Get Bonus Downloads Here.url | 183B ~Get Your Files Here !/Chapter 9 Transfer Learning/006. Transfer Learning Activity.mp4 | 4.96MB