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Deep Learning CNN - Convolutional Neural Networks with Python

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Description
[ FreeCourseWeb.com ] Deep Learning CNN: Convolutional Neural Networks with Python



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Released 08/2022

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 15h 27m | Size: 3.94 GB



Learn Convolution Neural Networks using TensorFlow, CNN for Image Recognition, and CNN for Object Detection. Understand the concepts and methodologies of CNNs with respect to data science with live coding throughout



Video description

Learn Convolution Neural Networks using TensorFlow, CNN for Image Recognition, and CNN for Object Detection. Understand the concepts and methodologies of CNNs with respect to data science with live coding throughout.



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File list
  • Deep Learning CNN - Convolutional Neural Networks with Python
  • ~Get Your Files Here !/Bonus Resources.txt 386 B
  • ~Get Your Files Here !/Chapter 1 Introduction to the Course/001. Course Overview.mp4 48.8 MB
  • ~Get Your Files Here !/Chapter 1 Introduction to the Course/002. Introduction to Instructor.mp4 13.7 MB
  • ~Get Your Files Here !/Chapter 1 Introduction to the Course/003. Why CNN.mp4 82.8 MB
  • ~Get Your Files Here !/Chapter 1 Introduction to the Course/004. Focus of the Course.mp4 21.9 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/001. Image Classification Revisited.mp4 20.5 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/002. Sliding Window Object Localization.mp4 34.2 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/003. Sliding Window Efficient Implementation.mp4 27.2 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/004. YOLO Introduction.mp4 34.7 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/005. YOLO Training Data Generation.mp4 27 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/006. YOLO Anchor Boxes.mp4 43.6 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/007. YOLO Algorithm.mp4 29.5 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/008. YOLO Non-Maxima Suppression.mp4 32.6 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/009. RCNN.mp4 12.4 MB
  • ~Get Your Files Here !/Chapter 10 YOLO/010. YOLO Activity.mp4 5.3 MB
  • ~Get Your Files Here !/Chapter 11 Face Verification/001. Problem Setup.mp4 30 MB
  • ~Get Your Files Here !/Chapter 11 Face Verification/002. Project Implementation.mp4 71.5 MB
  • ~Get Your Files Here !/Chapter 11 Face Verification/003. Face Verification Activity.mp4 4.6 MB
  • ~Get Your Files Here !/Chapter 12 Neural Style Transfer/001. Problem Setup.mp4 112.8 MB
  • ~Get Your Files Here !/Chapter 12 Neural Style Transfer/002. Implementation TensorFlow Hub.mp4 42.6 MB
  • ~Get Your Files Here !/Chapter 12 Neural Style Transfer/003. Thank You and Conclusion.mp4 12.3 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/001. Gray-Scale Images.mp4 37.2 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/002. Gray-Scale Images Quiz.mp4 4.2 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/003. Gray-Scale Images Solution.mp4 4.9 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/004. RGB Images.mp4 30.4 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/005. RGB Images Quiz.mp4 4.6 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/006. RGB Images Solution.mp4 5 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/007. Reading and Showing Images in Python.mp4 37.8 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/008. Reading and Showing Images in Python Quiz.mp4 4.1 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/009. Reading and Showing Images in Python Solution.mp4 4.4 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/010. Converting an Image to Grayscale in Python.mp4 29.9 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/011. Converting an Image to Grayscale in Python Quiz.mp4 4.4 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/012. Converting an Image to Grayscale in Python Solution.mp4 5.4 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/013. Image Formation.mp4 19.4 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/014. Image Formation Quiz.mp4 4.4 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/015. Image Formation Solution.mp4 4.5 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/016. Image Blurring 1.mp4 45.6 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/017. Image Blurring 1 Quiz.mp4 5.1 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/018. Image Blurring 1 Solution.mp4 4.5 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/019. Image Blurring 2.mp4 39.1 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/020. Image Blurring 2 Quiz.mp4 4.4 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/021. Image Blurring 2 Solution.mp4 5.3 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/022. General Image Filtering.mp4 19.2 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/023. Convolution.mp4 22.8 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/024. Edge Detection.mp4 29.2 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/025. Image Sharpening.mp4 19.6 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/026. Implementation of Image Blurring Edge Detection Image Sharpening in Python.mp4 65 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/027. Parametric Shape Detection.mp4 34.2 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/028. Image Processing.mp4 15.1 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/029. Image Processing Activity.mp4 10.8 MB
  • ~Get Your Files Here !/Chapter 2 Image Processing/030. Image Processing Activity Solution.mp4 44.6 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/001. Introduction to Object Detection.mp4 35.7 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/002. Classification Pipeline.mp4 43.9 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/003. Classification Pipeline Quiz.mp4 4.2 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/004. Classification Pipeline Solution.mp4 5.2 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/005. Sliding Window Implementation.mp4 25 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/006. Shift Scale Rotation Invariance.mp4 47 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/007. Shift Scale Rotation Invariance Exercise.mp4 58.6 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/008. Person Detection.mp4 43.1 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/009. HOG Features.mp4 38 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/010. HOG Features Exercise.mp4 28.6 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/011. Hand Engineering Versus CNNs.mp4 30.1 MB
  • ~Get Your Files Here !/Chapter 3 Object Detection/012. Object Detection Activity.mp4 18.5 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/001. Neuron and Perceptron.mp4 44.5 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/002. DNN Architecture.mp4 27.3 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/003. DNN Architecture Quiz.mp4 5.8 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/004. DNN Architecture Solution.mp4 7.1 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/005. FeedForward FullyConnected MLP.mp4 16.7 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/006. Calculating Number of Weights of DNN.mp4 22.4 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/007. Calculating Number of Weights of DNN Quiz.mp4 4.5 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/008. Calculating Number of Weights of DNN Solution.mp4 7.1 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/009. Number of Neurons Versus Number of Layers.mp4 25.1 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/010. Discriminative Versus Generative Learning.mp4 22.6 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/011. Universal Approximation Theorem.mp4 31.4 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/012. Why Depth.mp4 12.8 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/013. Decision Boundary in DNN.mp4 22.1 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/014. Decision Boundary in DNN Quiz.mp4 6 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/015. Decision Boundary in DNN Solution.mp4 12.9 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/016. BiasTerm.mp4 28.8 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/017. BiasTerm Quiz.mp4 4.5 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/018. BiasTerm Solution.mp4 5.5 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/019. Activation Function.mp4 30.4 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/020. Activation Function Quiz.mp4 4.7 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/021. Activation Function Solution.mp4 6.3 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/022. DNN Training Parameters.mp4 37.2 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/023. DNN Training Parameters Quiz.mp4 4.6 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/024. DNN Training Parameters Solution.mp4 4.9 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/025. Gradient Descent.mp4 29 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/026. Backpropagation.mp4 40.3 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/027. Training DNN Animation.mp4 22.4 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/028. Weight Initialization.mp4 45 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/029. Weight Initialization Quiz.mp4 4.6 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/030. Weight Initialization Solution.mp4 5.6 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/031. Batch MiniBatch Stochastic Gradient Descent.mp4 34.2 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/032. Batch Normalization.mp4 22 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/033. Rprop and Momentum.mp4 58 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/034. Rprop and Momentum Quiz.mp4 6 MB
  • ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/035. Rprop and Momentum Solution.mp4 6.5 MB

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