[ DevCourseWeb.com ] Udemy - Data Science - CNN and OpenCV - Chest XRAY-Pneumonia Detection

Torrent Hash:
088A40043F01282EBD6256CE50AA8218B35C44F5
Number of Files:
102
Content Size:
1.07GB
Convert On:
2022-05-09
Magnet Link:
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File Name
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Get Bonus Downloads Here.url
182B
~Get Your Files Here !/1. Introduction and Getting Started/1. Project Overview.mp4
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~Get Your Files Here !/1. Introduction and Getting Started/3. Understanding the project folder structure.srt
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~Get Your Files Here !/10. Model Evaluation/1. Predicting on the test data using both MobileNetV2 and Custom CNN Model.mp4
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~Get Your Files Here !/10. Model Evaluation/1. Predicting on the test data using both MobileNetV2 and Custom CNN Model.srt
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~Get Your Files Here !/10. Model Evaluation/2. About Classification Report.mp4
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~Get Your Files Here !/10. Model Evaluation/2. About Classification Report.srt
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~Get Your Files Here !/10. Model Evaluation/3. Classification Report in action for both MobileNetV2 and Custom CNN Model.mp4
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~Get Your Files Here !/10. Model Evaluation/3. Classification Report in action for both MobileNetV2 and Custom CNN Model.srt
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~Get Your Files Here !/10. Model Evaluation/4. Computing the confusion matrix and using the same to derive the accuracy, sensit.mp4
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~Get Your Files Here !/10. Model Evaluation/4. Computing the confusion matrix and using the same to derive the accuracy, sensit.srt
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~Get Your Files Here !/10. Model Evaluation/5. Plot training and validation accuracy and loss.mp4
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~Get Your Files Here !/10. Model Evaluation/5. Plot training and validation accuracy and loss.srt
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~Get Your Files Here !/10. Model Evaluation/6. SerializeWriting the model to disk.mp4
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~Get Your Files Here !/10. Model Evaluation/6. SerializeWriting the model to disk.srt
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~Get Your Files Here !/11. Using trained model to predict whether a person has Pneumonia/1. Loading the final model from drive.mp4
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~Get Your Files Here !/11. Using trained model to predict whether a person has Pneumonia/1. Loading the final model from drive.srt
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~Get Your Files Here !/11. Using trained model to predict whether a person has Pneumonia/2. Loading an image and predicting using the model whether the person has Pneumonia.mp4
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~Get Your Files Here !/11. Using trained model to predict whether a person has Pneumonia/2. Loading an image and predicting using the model whether the person has Pneumonia.srt
6.33KB
~Get Your Files Here !/12. Project Files and Code/1. Full Project Code.html
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~Get Your Files Here !/12. Project Files and Code/code/Detect_Pneumonia.ipynb
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~Get Your Files Here !/12. Project Files and Code/code/Kaggle Link_chest-xray-pneumonia.txt
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~Get Your Files Here !/12. Project Files and Code/code/output/CM_16_weights-018-0.1818.hdf5
89.42MB
~Get Your Files Here !/12. Project Files and Code/code/output/MN_16_TrainingHistoryPlot.png
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~Get Your Files Here !/12. Project Files and Code/code/output/MN_16_weights-016-0.2087.hdf5
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~Get Your Files Here !/12. Project Files and Code/code/sampleTest_Pictures/Normal.jpeg
246.76KB
~Get Your Files Here !/12. Project Files and Code/code/sampleTest_Pictures/Pneumonia.jpeg
75.58KB
~Get Your Files Here !/12. Project Files and Code/code/train_CustomModel_16_conv_modelCheckpoint_reshuffle_data.ipynb
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~Get Your Files Here !/12. Project Files and Code/code/train_MobileNet_16_modelCheckpoint_reshuffle_data (1).ipynb
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~Get Your Files Here !/12. Project Files and Code/code/utils/config.py
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~Get Your Files Here !/12. Project Files and Code/code/utils/conv_bc_model.py
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~Get Your Files Here !/12. Project Files and Code/code/utils/create_dataset.py
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~Get Your Files Here !/12. Project Files and Code/code/utils/getPaths.py
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/1. Understanding the dataset and the folder structure.mp4
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/1. Understanding the dataset and the folder structure.srt
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/2. Setting up the project in Google Colab_Part1.mp4
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/2. Setting up the project in Google Colab_Part1.srt
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/3. Setting up the project in Google Colab_Part2.mp4
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/3. Setting up the project in Google Colab_Part2.srt
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/4. About Config and Create_Dataset File.mp4
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/4. About Config and Create_Dataset File.srt
14.27KB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/5. Importing the Libraries.mp4
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/5. Importing the Libraries.srt
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/6. Plotting the count of data against each class in each directory.mp4
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/6. Plotting the count of data against each class in each directory.srt
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/7. Plotting some samples from both the classes.mp4
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~Get Your Files Here !/2. Data Understanding & Importing Libraries/7. Plotting some samples from both the classes.srt
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~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/1. Creating a common method to get the number of files from a directory.mp4
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~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/1. Creating a common method to get the number of files from a directory.srt
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~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/2. Defining a method to plot training and validation accuracy and loss.mp4
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~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/2. Defining a method to plot training and validation accuracy and loss.srt
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~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/3. Calculating the class weights in train directory.mp4
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~Get Your Files Here !/4. Data Augmentation/1. About Data Augmentation.mp4
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~Get Your Files Here !/4. Data Augmentation/1. About Data Augmentation.srt
3.34KB
~Get Your Files Here !/4. Data Augmentation/2. Implementing Data Augmentation techniques.mp4
24.6MB
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~Get Your Files Here !/4. Data Augmentation/2. Implementing Data Augmentation techniques.srt
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~Get Your Files Here !/5. Data Generators/1. About Data Generators.mp4
14.48MB
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~Get Your Files Here !/5. Data Generators/1. About Data Generators.srt
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~Get Your Files Here !/5. Data Generators/2. Implementing Data Generators.mp4
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~Get Your Files Here !/5. Data Generators/2. Implementing Data Generators.srt
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~Get Your Files Here !/6. Model Building/1. About Convolutional Neural Network (CNN).mp4
12.01MB
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~Get Your Files Here !/6. Model Building/1. About Convolutional Neural Network (CNN).srt
2.45KB
~Get Your Files Here !/6. Model Building/2. About OpenCV.mp4
17.9MB
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~Get Your Files Here !/6. Model Building/2. About OpenCV.srt
2.81KB
~Get Your Files Here !/6. Model Building/3. Understanding pre-trained models.mp4
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~Get Your Files Here !/6. Model Building/3. Understanding pre-trained models.srt
2.13KB
~Get Your Files Here !/6. Model Building/4. About MobileNetV2 model.mp4
7.61MB
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~Get Your Files Here !/6. Model Building/4. About MobileNetV2 model.srt
1.68KB
~Get Your Files Here !/6. Model Building/5. Loading the MobileNetV2 classifier.mp4
16.38MB
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~Get Your Files Here !/6. Model Building/5. Loading the MobileNetV2 classifier.srt
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~Get Your Files Here !/6. Model Building/6. Building a new fully-connected (FC) head.mp4
20.3MB
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~Get Your Files Here !/6. Model Building/6. Building a new fully-connected (FC) head.srt
2.88KB
~Get Your Files Here !/6. Model Building/7. Building the final MobileNetV2 model.mp4
8.88MB
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~Get Your Files Here !/6. Model Building/7. Building the final MobileNetV2 model.srt
1.69KB
~Get Your Files Here !/6. Model Building/8. Understanding Conv2D, Filters, Relu activation, Batch Normalization, MaxPooling2.mp4
26.77MB
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~Get Your Files Here !/6. Model Building/8. Understanding Conv2D, Filters, Relu activation, Batch Normalization, MaxPooling2.srt
3.71KB
~Get Your Files Here !/6. Model Building/9. Building a custom CNN network architecture.mp4
76.14MB
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~Get Your Files Here !/6. Model Building/9. Building a custom CNN network architecture.srt
13.28KB
~Get Your Files Here !/7. Compiling the Model/1. Role of Optimizer in Deep Learning.mp4
16.49MB
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~Get Your Files Here !/7. Compiling the Model/1. Role of Optimizer in Deep Learning.srt
3.23KB
~Get Your Files Here !/7. Compiling the Model/2. About Adam Optimizer.mp4
4.96MB
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~Get Your Files Here !/7. Compiling the Model/2. About Adam Optimizer.srt
1.52KB
~Get Your Files Here !/7. Compiling the Model/3. About binary cross entropy loss function..mp4
11.18MB
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~Get Your Files Here !/7. Compiling the Model/3. About binary cross entropy loss function..srt
2.39KB
~Get Your Files Here !/7. Compiling the Model/4. Putting all together for MobileNetV2.mp4
10.9MB
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~Get Your Files Here !/7. Compiling the Model/4. Putting all together for MobileNetV2.srt
2.11KB
~Get Your Files Here !/7. Compiling the Model/5. Putting all together for Custom CNN Model.mp4
12.33MB
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~Get Your Files Here !/7. Compiling the Model/5. Putting all together for Custom CNN Model.srt
2.28KB
~Get Your Files Here !/8. ModelCheckpoint/1. About Model Checkpoint.mp4
5.92MB
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~Get Your Files Here !/8. ModelCheckpoint/1. About Model Checkpoint.srt
1.51KB
~Get Your Files Here !/8. ModelCheckpoint/2. Implementing Model Checkpoint.mp4
21.93MB
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~Get Your Files Here !/8. ModelCheckpoint/2. Implementing Model Checkpoint.srt
3.98KB
~Get Your Files Here !/9. Fitting the Model/1. About Epoch and Batch Size.mp4
5.38MB
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~Get Your Files Here !/9. Fitting the Model/1. About Epoch and Batch Size.srt
1.38KB
~Get Your Files Here !/9. Fitting the Model/2. MobileNetV2 and Custom CNN Model Fitting.mp4
42.6MB
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~Get Your Files Here !/9. Fitting the Model/2. MobileNetV2 and Custom CNN Model Fitting.srt
6.02KB
~Get Your Files Here !/Bonus Resources.txt
386B

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