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TORRENT DETAILS
Deep Learning For Computer Vision
TORRENT SUMMARY
Status:
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Computer vision is an area of deep learning dedicated to interpreting and understanding images. It is used to help teach computers to “see” and to use visual information to perform visual tasks
Computer vision models are designed to translate visual data based on features and contextual information identified during training. This enables models to interpret images and apply those interpretations to predictive or decision making tasks.
Image processing involves modifying or enhancing images to produce a new result. It can include optimizing brightness or contrast, increasing resolution, blurring sensitive information, or cropping. The difference between image processing and computer vision is that the former doesn’t necessarily require the identification of content.
Deep Learning is part of a broader family of machine learning methods based on artificial neural networks.
Deep-learning architectures such as deep neural networks, recurrent neural networks, convolutional neural networks have been applied to fields including computer vision, speech recognition, natural language processing, machine translation, bioinformatics, drug design, medical image analysis, material inspection and board game programs, where they have produced good results
Artificial neural networks (ANNs) were inspired by information processing and distributed communication nodes in biological systems. ANNs have various differences from biological brains.
Keras is the most used deep learning framework. Keras follows best practices for reducing cognitive load: it offers APIs, it minimizes the number of user actions required for common use cases, and it provides clear & actionable error messages.
Following topics are covered as part of the course
Introduction to Deep Learning Artificial Neural Networks (ANN) Activation functions Loss functions Gradient Descent Optimizer Image Processing Convnets (CNN), hands-on with CNN Gradients and Back Propagation – Mathematics Gradient Descent Mathematics Image Processing / CV – Advanced Image Data Generator Image Data Generator – Data Augmentation VGG16 – Pretrained network VGG16 – with code improvements Functional API Intro to Functional API Multi Input Multi Output Model Image Segmentation Pooling Max, Average, Global ResNet Model Resnet overview Resnet concept model Resnet demo Xception Depthwise Separable Convolution Xception overview Xception concept model Xception demo Visualize Convnet filters
Who this course is for:
Python programmers, Machine Learning aspirants, Deep Learning Aspirants
Requirements
Python
Last Updated 8/2022
VISITOR COMMENTS (0 )
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TutsNode.net.txt
59 B
[TutsNode.net] - Deep Learning for Computer Vision/1. Introduction/1. Contents.mp4
54.9 MB
[TutsNode.net] - Deep Learning for Computer Vision/1. Introduction/2. Deep Learning Introduction.mp4
212.8 MB
[TutsNode.net] - Deep Learning for Computer Vision/1. Introduction/2. Deep Learning Introduction.srt
39.7 KB
[TutsNode.net] - Deep Learning for Computer Vision/1. Introduction/3. Keras Introduction.mp4
74 MB
[TutsNode.net] - Deep Learning for Computer Vision/1. Introduction/3. Keras Introduction.srt
20.6 KB
[TutsNode.net] - Deep Learning for Computer Vision/2. Artificial Neural Network (ANN)/1. Backpropagation.mp4
159.8 MB
[TutsNode.net] - Deep Learning for Computer Vision/2. Artificial Neural Network (ANN)/1. Backpropagation.srt
39.8 KB
[TutsNode.net] - Deep Learning for Computer Vision/2. Artificial Neural Network (ANN)/2. Optimizer and Activation Functions.mp4
100.8 MB
[TutsNode.net] - Deep Learning for Computer Vision/2. Artificial Neural Network (ANN)/2. Optimizer and Activation Functions.srt
27.9 KB
[TutsNode.net] - Deep Learning for Computer Vision/2. Artificial Neural Network (ANN)/3. Demo- Activation Function.srt
2.4 KB
[TutsNode.net] - Deep Learning for Computer Vision/2. Artificial Neural Network (ANN)/4. Loss Functions.mp4
53.3 MB
[TutsNode.net] - Deep Learning for Computer Vision/2. Artificial Neural Network (ANN)/4. Loss Functions.srt
18.9 KB
[TutsNode.net] - Deep Learning for Computer Vision/3. Keras - Quick Start/1. Prerequisite, Environment (Dev).srt
4.3 KB
[TutsNode.net] - Deep Learning for Computer Vision/3. Keras - Quick Start/2. Getting Started with Keras.srt
10.6 KB
[TutsNode.net] - Deep Learning for Computer Vision/3. Keras - Quick Start/3. Demo with Keras.mp4
161.9 MB
[TutsNode.net] - Deep Learning for Computer Vision/3. Keras - Quick Start/3. Demo with Keras.srt
26.3 KB
[TutsNode.net] - Deep Learning for Computer Vision/3. Keras - Quick Start/3.1 1_keras.zip
23.4 KB
[TutsNode.net] - Deep Learning for Computer Vision/4. Functional API/1. Functional API and Demo.mp4
163.8 MB
[TutsNode.net] - Deep Learning for Computer Vision/4. Functional API/1. Functional API and Demo.srt
30.3 KB
[TutsNode.net] - Deep Learning for Computer Vision/4. Functional API/1.1 7.1-1_functionAPI_intro.zip
1.3 KB
[TutsNode.net] - Deep Learning for Computer Vision/4. Functional API/2. MIMO Functional API with Demo.mp4
148.6 MB
[TutsNode.net] - Deep Learning for Computer Vision/4. Functional API/2. MIMO Functional API with Demo.srt
21.8 KB
[TutsNode.net] - Deep Learning for Computer Vision/4. Functional API/2.1 7.1-2b_multiInput_multiOutput.zip
67.9 KB
[TutsNode.net] - Deep Learning for Computer Vision/5. Computer Vision - CNN, Handling Images/1. CNN - Convolutional Neural Network.mp4
122.7 MB
[TutsNode.net] - Deep Learning for Computer Vision/5. Computer Vision - CNN, Handling Images/1. CNN - Convolutional Neural Network.srt
32.9 KB
[TutsNode.net] - Deep Learning for Computer Vision/5. Computer Vision - CNN, Handling Images/2. Demo - CNN (Part 1).mp4
140 MB
[TutsNode.net] - Deep Learning for Computer Vision/5. Computer Vision - CNN, Handling Images/2. Demo - CNN (Part 1).srt
21 KB
[TutsNode.net] - Deep Learning for Computer Vision/5. Computer Vision - CNN, Handling Images/2.1 2_keras.zip
80.8 KB
[TutsNode.net] - Deep Learning for Computer Vision/5. Computer Vision - CNN, Handling Images/3. Demo - CNN (Part 2).mp4
168.1 MB
[TutsNode.net] - Deep Learning for Computer Vision/5. Computer Vision - CNN, Handling Images/3. Demo - CNN (Part 2).srt
24.9 KB
[TutsNode.net] - Deep Learning for Computer Vision/6. Mathematics - Gradients, Back Propagation/1. Gradients, Back Propagation (Part 1).mp4
155.3 MB
[TutsNode.net] - Deep Learning for Computer Vision/6. Mathematics - Gradients, Back Propagation/2. Gradients, Back Propagation (Part 2).mp4
218.1 MB
[TutsNode.net] - Deep Learning for Computer Vision/6. Mathematics - Gradients, Back Propagation/2. Gradients, Back Propagation (Part 2).srt
31.4 KB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/1. Keras ImageData Processing Tools.mp4
263.1 MB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/1. Keras ImageData Processing Tools.srt
43.2 KB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/1.1 5.2-1_ImageClassification_Convnets.zip
202.7 KB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/2. Data Augmentation.mp4
274.8 MB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/2. Data Augmentation.srt
45.2 KB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/3. VGG16, Pretrained network.mp4
138.6 MB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/3. VGG16, Pretrained network.srt
33.3 KB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/4. Demo - VGG16.mp4
207.7 MB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/4. Demo - VGG16.srt
37.2 KB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/4.1 5.3-1_PretrainedConvnet_featureExtraction.zip
3.5 KB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/5. Improvements with Data Generation - VGG16.mp4
180.3 MB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/5. Improvements with Data Generation - VGG16.srt
30.1 KB
[TutsNode.net] - Deep Learning for Computer Vision/7. DL for Computer Vision/5.1 8_ComVision_3.zip
126 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/1. Image Segmentation, Demo.mp4
172.2 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/1. Image Segmentation, Demo.srt
30.5 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/1.1 9_1_ImageSegmentation.zip
64.9 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/10. Model Fitment - Design Issues.mp4
155.8 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/10. Model Fitment - Design Issues.srt
32.1 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/2. ResNet Overview.mp4
243.2 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/2. ResNet Overview.srt
45.7 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/3. Pooling, ResNet Demo.mp4
155.1 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/3. Pooling, ResNet Demo.srt
33 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/3.1 9_2a_ImageProc_ResidualNet.zip
167.1 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/4. Depthwise Separable Convolution.mp4
188.7 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/4. Depthwise Separable Convolution.srt
40.8 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/5. Xception Concept Overview.mp4
71.7 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/5. Xception Concept Overview.srt
13 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/6. Xception Model Demo.mp4
259.3 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/6. Xception Model Demo.srt
44.2 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/6.1 9_2b_ImageProc_XceptionNet.zip
136.5 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/7. Keras Xception support.mp4
122.6 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/7. Keras Xception support.srt
19 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/8. Visualize Convnet filters for Xception.mp4
214.7 MB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/8. Visualize Convnet filters for Xception.srt
33.2 KB
[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/8.1 9_3b_VisualizeConvnetFilters.zip
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[TutsNode.net] - Deep Learning for Computer Vision/8. Advanced DL for Computer Vision/9. Filters Interpretation.srt
