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Deep Learning CNN - Convolutional Neural Networks With Python
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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
Filename
Size
~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
