FreeCourseWeb com Deep Learning CNN Convolutional Neural Networks with Python

FreeCourseWeb com Deep Learning CNN Convolutional Neural Networks with Python

Name	[ FreeCourseWeb.com ] Deep Learning CNN - Convolutional Neural Networks with Python	DOWNLOAD Copy Link
Total Size	4.1 GB
Total Files	154
Last Seen	2024-09-06 01:09
Hash	006BD9569B8080810A686FD81ADB1F5061529A29

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Get Bonus Downloads Here.url	0.2 KB
/~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
/.../Chapter 1 Introduction to the Course/
001. Course Overview.mp4	51.2 MB
002. Introduction to Instructor.mp4	14.3 MB
003. Why CNN.mp4	86.9 MB
004. Focus of the Course.mp4	23.0 MB
/.../Chapter 10 YOLO/
001. Image Classification Revisited.mp4	21.4 MB
002. Sliding Window Object Localization.mp4	35.8 MB
003. Sliding Window Efficient Implementation.mp4	28.5 MB
004. YOLO Introduction.mp4	36.4 MB
005. YOLO Training Data Generation.mp4	28.3 MB
006. YOLO Anchor Boxes.mp4	45.7 MB
007. YOLO Algorithm.mp4	31.0 MB
008. YOLO Non-Maxima Suppression.mp4	34.2 MB
009. RCNN.mp4	13.0 MB
010. YOLO Activity.mp4	5.5 MB
/.../Chapter 11 Face Verification/
001. Problem Setup.mp4	31.4 MB
002. Project Implementation.mp4	75.0 MB
003. Face Verification Activity.mp4	4.8 MB
/.../Chapter 12 Neural Style Transfer/
001. Problem Setup.mp4	118.3 MB
002. Implementation TensorFlow Hub.mp4	44.7 MB
003. Thank You and Conclusion.mp4	12.9 MB
/.../Chapter 2 Image Processing/
001. Gray-Scale Images.mp4	39.0 MB
002. Gray-Scale Images Quiz.mp4	4.4 MB
003. Gray-Scale Images Solution.mp4	5.1 MB
004. RGB Images.mp4	31.9 MB
005. RGB Images Quiz.mp4	4.8 MB
006. RGB Images Solution.mp4	5.3 MB
007. Reading and Showing Images in Python.mp4	39.6 MB
008. Reading and Showing Images in Python Quiz.mp4	4.3 MB
009. Reading and Showing Images in Python Solution.mp4	4.6 MB
010. Converting an Image to Grayscale in Python.mp4	31.4 MB
011. Converting an Image to Grayscale in Python Quiz.mp4	4.6 MB
012. Converting an Image to Grayscale in Python Solution.mp4	5.7 MB
013. Image Formation.mp4	20.3 MB
014. Image Formation Quiz.mp4	4.7 MB
015. Image Formation Solution.mp4	4.7 MB
016. Image Blurring 1.mp4	47.8 MB
017. Image Blurring 1 Quiz.mp4	5.3 MB
018. Image Blurring 1 Solution.mp4	4.8 MB
019. Image Blurring 2.mp4	41.0 MB
020. Image Blurring 2 Quiz.mp4	4.6 MB
021. Image Blurring 2 Solution.mp4	5.6 MB
022. General Image Filtering.mp4	20.1 MB
023. Convolution.mp4	23.9 MB
024. Edge Detection.mp4	30.6 MB
025. Image Sharpening.mp4	20.6 MB
026. Implementation of Image Blurring Edge Detection Image Sharpening in Python.mp4	68.2 MB
027. Parametric Shape Detection.mp4	35.8 MB
028. Image Processing.mp4	15.8 MB
029. Image Processing Activity.mp4	11.4 MB
030. Image Processing Activity Solution.mp4	46.7 MB
/.../Chapter 3 Object Detection/
001. Introduction to Object Detection.mp4	37.5 MB
002. Classification Pipeline.mp4	46.0 MB
003. Classification Pipeline Quiz.mp4	4.4 MB
004. Classification Pipeline Solution.mp4	5.4 MB
005. Sliding Window Implementation.mp4	26.2 MB
006. Shift Scale Rotation Invariance.mp4	49.3 MB
007. Shift Scale Rotation Invariance Exercise.mp4	61.5 MB
008. Person Detection.mp4	45.2 MB
009. HOG Features.mp4	39.9 MB
010. HOG Features Exercise.mp4	30.0 MB
011. Hand Engineering Versus CNNs.mp4	31.5 MB
012. Object Detection Activity.mp4	19.4 MB
/.../Chapter 4 Deep Neural Network Overview/
001. Neuron and Perceptron.mp4	46.7 MB
002. DNN Architecture.mp4	28.6 MB
003. DNN Architecture Quiz.mp4	6.1 MB
004. DNN Architecture Solution.mp4	7.5 MB
005. FeedForward FullyConnected MLP.mp4	17.5 MB
006. Calculating Number of Weights of DNN.mp4	23.5 MB
007. Calculating Number of Weights of DNN Quiz.mp4	4.7 MB
008. Calculating Number of Weights of DNN Solution.mp4	7.4 MB
009. Number of Neurons Versus Number of Layers.mp4	26.3 MB
010. Discriminative Versus Generative Learning.mp4	23.7 MB
011. Universal Approximation Theorem.mp4	32.9 MB
012. Why Depth.mp4	13.4 MB
013. Decision Boundary in DNN.mp4	23.2 MB
014. Decision Boundary in DNN Quiz.mp4	6.3 MB
015. Decision Boundary in DNN Solution.mp4	13.5 MB
016. BiasTerm.mp4	30.2 MB
017. BiasTerm Quiz.mp4	4.7 MB
018. BiasTerm Solution.mp4	5.8 MB
019. Activation Function.mp4	31.8 MB
020. Activation Function Quiz.mp4	4.9 MB
021. Activation Function Solution.mp4	6.6 MB
022. DNN Training Parameters.mp4	39.0 MB
023. DNN Training Parameters Quiz.mp4	4.8 MB
024. DNN Training Parameters Solution.mp4	5.1 MB
025. Gradient Descent.mp4	30.4 MB
026. Backpropagation.mp4	42.2 MB
027. Training DNN Animation.mp4	23.5 MB
028. Weight Initialization.mp4	47.2 MB
029. Weight Initialization Quiz.mp4	4.8 MB
030. Weight Initialization Solution.mp4	5.9 MB
031. Batch MiniBatch Stochastic Gradient Descent.mp4	35.8 MB
032. Batch Normalization.mp4	23.1 MB
033. Rprop and Momentum.mp4	60.8 MB
034. Rprop and Momentum Quiz.mp4	6.3 MB
035. Rprop and Momentum Solution.mp4	6.8 MB
036. Convergence Animation.mp4	33.8 MB
037. DropOut, Early Stopping and Hyperparameters.mp4	53.6 MB
038. DropOut, Early Stopping and Hyperparameters Quiz.mp4	6.0 MB
039. DropOut, Early Stopping and Hyperparameters Solution.mp4	8.9 MB
/.../Chapter 5 Deep Neural Network Architecture/
001. Convolution Revisited.mp4	28.5 MB
002. Implementing Convolution in Python Revisited.mp4	26.9 MB
003. Why Convolution.mp4	23.0 MB
004. Filters Padding Strides.mp4	29.3 MB
005. Padding Image.mp4	32.4 MB
006. Pooling Tensors.mp4	23.5 MB
007. CNN Example.mp4	24.1 MB
008. Convolution and Pooling Details.mp4	28.3 MB
009. MaxPooling Exercise.mp4	12.2 MB
010. NonVectorized Implementations of Conv2d and Pool2d.mp4	72.6 MB
011. Deep Neural Network Architecture Activity.mp4	8.3 MB
/.../Chapter 6 Gradient Descent in CNNs/
001. Example Setup.mp4	24.8 MB
002. Why Derivatives.mp4	40.8 MB
003. Why Derivatives Quiz.mp4	5.6 MB
004. Why Derivatives Solution.mp4	11.5 MB
005. What Is Chain Rule.mp4	31.0 MB
006. Applying Chain Rule.mp4	40.4 MB
007. Gradients of MaxPooling Layer.mp4	35.5 MB
008. Gradients of MaxPooling Layer Quiz.mp4	6.1 MB
009. Gradients of MaxPooling Layer Solution.mp4	8.6 MB
010. Gradients of Convolutional Layer.mp4	39.9 MB
011. Extending to Multiple Filters.mp4	16.8 MB
012. Extending to Multiple Layers.mp4	28.8 MB
013. Extending to Multiple Layers Quiz.mp4	8.2 MB
014. Extending to Multiple Layers Solution.mp4	27.4 MB
015. Implementation in NumPy ForwardPass.mp4	32.2 MB
016. Implementation in NumPy BackwardPass 1.mp4	26.2 MB
017. Implementation in NumPy BackwardPass 2.mp4	17.9 MB
018. Implementation in NumPy BackwardPass 3.mp4	34.2 MB
019. Implementation in NumPy BackwardPass 4.mp4	52.0 MB
020. Implementation in NumPy BackwardPass 5.mp4	84.8 MB
021. Gradient Descent in CNNs Activity.mp4	8.1 MB
/.../Chapter 7 Introduction to TensorFlow/
001. Introduction to TensorFlow.mp4	30.9 MB
002. FashionMNIST Example Plan Neural Network.mp4	93.7 MB
003. FashionMNIST Example CNN.mp4	99.9 MB
004. Introduction to TensorFlow Activity.mp4	5.2 MB
/.../Chapter 8 Classical CNNs/
001. LeNet.mp4	22.8 MB
002. LeNet Quiz.mp4	6.5 MB
003. LeNet Solution.mp4	9.1 MB
004. AlexNet.mp4	33.9 MB
005. VGG.mp4	19.9 MB
006. InceptionNet.mp4	31.5 MB
007. GoogLeNet.mp4	19.3 MB
008. Resnet.mp4	32.9 MB
009. Classical CNNs Activity.mp4	5.1 MB
/.../Chapter 9 Transfer Learning/
001. What Is Transfer learning.mp4	27.6 MB
002. Why Transfer Learning.mp4	41.0 MB
003. ImageNet Challenge.mp4	44.7 MB
004. Practical Tips.mp4	23.8 MB
005. Project in TensorFlow.mp4	156.9 MB
006. Transfer Learning Activity.mp4	5.2 MB
Total files 154