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TORRENT DETAILS
Udemy - Data Science - CNN And OpenCV - Chest XRAY-Pneumonia Detection
TORRENT SUMMARY
Status:
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A practical hands on Deep Learning Project on building a Pneumonia Detection model using Tensorflow, CNN and OpenCV
What you'll learn Data Analysis and Understanding Data Augumentation Data Generators Model Checkpoints CNN and OpenCV Pretrained Models like MobileNetV2 Compiling and Fitting a customized pretrained model Model Evaluation Model Serialization Classification Metrics Model Evaluation Using trained model to detect Pneumonia using Chest XRays
Requirements Basics knowledge of Python, Neural Networks and OpenCV is recommended
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction and Getting Started/1. Project Overview.mp4
5.7 MB
~Get Your Files Here !/1. Introduction and Getting Started/1. Project Overview.srt
1.6 KB
~Get Your Files Here !/1. Introduction and Getting Started/2. Introduction to Google Colab.mp4
15.2 MB
~Get Your Files Here !/1. Introduction and Getting Started/2. Introduction to Google Colab.srt
3.5 KB
~Get Your Files Here !/1. Introduction and Getting Started/3. Understanding the project folder structure.mp4
15.4 MB
~Get Your Files Here !/1. Introduction and Getting Started/3. Understanding the project folder structure.srt
4.8 KB
~Get Your Files Here !/10. Model Evaluation/1. Predicting on the test data using both MobileNetV2 and Custom CNN Model.mp4
22.3 MB
~Get Your Files Here !/10. Model Evaluation/1. Predicting on the test data using both MobileNetV2 and Custom CNN Model.srt
4.5 KB
~Get Your Files Here !/10. Model Evaluation/2. About Classification Report.mp4
7 MB
~Get Your Files Here !/10. Model Evaluation/2. About Classification Report.srt
1.6 KB
~Get Your Files Here !/10. Model Evaluation/3. Classification Report in action for both MobileNetV2 and Custom CNN Model.mp4
14.5 MB
~Get Your Files Here !/10. Model Evaluation/3. Classification Report in action for both MobileNetV2 and Custom CNN Model.srt
2.7 KB
~Get Your Files Here !/10. Model Evaluation/4. Computing the confusion matrix and using the same to derive the accuracy, sensit.mp4
38.3 MB
~Get Your Files Here !/10. Model Evaluation/4. Computing the confusion matrix and using the same to derive the accuracy, sensit.srt
7.6 KB
~Get Your Files Here !/10. Model Evaluation/5. Plot training and validation accuracy and loss.mp4
14.9 MB
~Get Your Files Here !/10. Model Evaluation/5. Plot training and validation accuracy and loss.srt
2.9 KB
~Get Your Files Here !/10. Model Evaluation/6. SerializeWriting the model to disk.mp4
7.1 MB
~Get Your Files Here !/10. Model Evaluation/6. SerializeWriting the model to disk.srt
1.5 KB
~Get Your Files Here !/11. Using trained model to predict whether a person has Pneumonia/1. Loading the final model from drive.mp4
19.8 MB
~Get Your Files Here !/11. Using trained model to predict whether a person has Pneumonia/1. Loading the final model from drive.srt
3.6 KB
~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
40.1 MB
~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
6.3 KB
~Get Your Files Here !/12. Project Files and Code/1. Full Project Code.html
78 B
~Get Your Files Here !/12. Project Files and Code/code/Detect_Pneumonia.ipynb
697.6 KB
~Get Your Files Here !/12. Project Files and Code/code/Kaggle Link_chest-xray-pneumonia.txt
61 B
~Get Your Files Here !/12. Project Files and Code/code/output/CM_16_weights-018-0.1818.hdf5
89.4 MB
~Get Your Files Here !/12. Project Files and Code/code/output/MN_16_TrainingHistoryPlot.png
24.7 KB
~Get Your Files Here !/12. Project Files and Code/code/output/MN_16_weights-016-0.2087.hdf5
11 MB
~Get Your Files Here !/12. Project Files and Code/code/sampleTest_Pictures/Normal.jpeg
246.8 KB
~Get Your Files Here !/12. Project Files and Code/code/sampleTest_Pictures/Pneumonia.jpeg
75.6 KB
~Get Your Files Here !/12. Project Files and Code/code/train_CustomModel_16_conv_modelCheckpoint_reshuffle_data.ipynb
857.8 KB
~Get Your Files Here !/12. Project Files and Code/code/train_MobileNet_16_modelCheckpoint_reshuffle_data (1).ipynb
891.7 KB
~Get Your Files Here !/12. Project Files and Code/code/utils/config.py
1.1 KB
~Get Your Files Here !/12. Project Files and Code/code/utils/conv_bc_model.py
2.7 KB
~Get Your Files Here !/12. Project Files and Code/code/utils/create_dataset.py
1.8 KB
~Get Your Files Here !/12. Project Files and Code/code/utils/getPaths.py
1 KB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/1. Understanding the dataset and the folder structure.mp4
17 MB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/1. Understanding the dataset and the folder structure.srt
5.6 KB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/2. Setting up the project in Google Colab_Part1.mp4
6.1 MB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/2. Setting up the project in Google Colab_Part1.srt
1.5 KB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/3. Setting up the project in Google Colab_Part2.mp4
80.6 MB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/3. Setting up the project in Google Colab_Part2.srt
16 KB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/4. About Config and Create_Dataset File.mp4
72.4 MB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/4. About Config and Create_Dataset File.srt
14.3 KB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/5. Importing the Libraries.mp4
37.2 MB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/5. Importing the Libraries.srt
6 KB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/6. Plotting the count of data against each class in each directory.mp4
51 MB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/6. Plotting the count of data against each class in each directory.srt
10.3 KB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/7. Plotting some samples from both the classes.mp4
46.8 MB
~Get Your Files Here !/2. Data Understanding & Importing Libraries/7. Plotting some samples from both the classes.srt
7.8 KB
~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
8.5 MB
~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
1.5 KB
~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
25.9 MB
~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
4.7 KB
~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/3. Calculating the class weights in train directory.mp4
35.2 MB
~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/3. Calculating the class weights in train directory.srt
6.3 KB
~Get Your Files Here !/4. Data Augmentation/1. About Data Augmentation.mp4
17.1 MB
~Get Your Files Here !/4. Data Augmentation/1. About Data Augmentation.srt
3.3 KB
~Get Your Files Here !/4. Data Augmentation/2. Implementing Data Augmentation techniques.mp4
24.6 MB
~Get Your Files Here !/4. Data Augmentation/2. Implementing Data Augmentation techniques.srt
4.3 KB
~Get Your Files Here !/5. Data Generators/1. About Data Generators.mp4
14.5 MB
~Get Your Files Here !/5. Data Generators/1. About Data Generators.srt
3.2 KB
~Get Your Files Here !/5. Data Generators/2. Implementing Data Generators.mp4
23.4 MB
~Get Your Files Here !/5. Data Generators/2. Implementing Data Generators.srt
4.3 KB
~Get Your Files Here !/6. Model Building/1. About Convolutional Neural Network (CNN).mp4
12 MB
~Get Your Files Here !/6. Model Building/1. About Convolutional Neural Network (CNN).srt
2.5 KB
~Get Your Files Here !/6. Model Building/2. About OpenCV.mp4
17.9 MB
~Get Your Files Here !/6. Model Building/2. About OpenCV.srt
2.8 KB
~Get Your Files Here !/6. Model Building/3. Understanding pre-trained models.mp4
10 MB
~Get Your Files Here !/6. Model Building/3. Understanding pre-trained models.srt
2.1 KB
~Get Your Files Here !/6. Model Building/4. About MobileNetV2 model.mp4
7.6 MB
~Get Your Files Here !/6. Model Building/4. About MobileNetV2 model.srt
1.7 KB
~Get Your Files Here !/6. Model Building/5. Loading the MobileNetV2 classifier.mp4
16.4 MB
~Get Your Files Here !/6. Model Building/5. Loading the MobileNetV2 classifier.srt
1.7 KB
~Get Your Files Here !/6. Model Building/6. Building a new fully-connected (FC) head.mp4
20.3 MB
~Get Your Files Here !/6. Model Building/6. Building a new fully-connected (FC) head.srt
2.9 KB
~Get Your Files Here !/6. Model Building/7. Building the final MobileNetV2 model.mp4
8.9 MB
~Get Your Files Here !/6. Model Building/7. Building the final MobileNetV2 model.srt
1.7 KB
~Get Your Files Here !/6. Model Building/8. Understanding Conv2D, Filters, Relu activation, Batch Normalization, MaxPooling2.mp4
26.8 MB
~Get Your Files Here !/6. Model Building/8. Understanding Conv2D, Filters, Relu activation, Batch Normalization, MaxPooling2.srt
3.7 KB
~Get Your Files Here !/6. Model Building/9. Building a custom CNN network architecture.mp4
76.1 MB
~Get Your Files Here !/6. Model Building/9. Building a custom CNN network architecture.srt
13.3 KB
~Get Your Files Here !/7. Compiling the Model/1. Role of Optimizer in Deep Learning.mp4
16.5 MB
~Get Your Files Here !/7. Compiling the Model/1. Role of Optimizer in Deep Learning.srt
3.2 KB
~Get Your Files Here !/7. Compiling the Model/2. About Adam Optimizer.mp4
5 MB
~Get Your Files Here !/7. Compiling the Model/2. About Adam Optimizer.srt
1.5 KB
~Get Your Files Here !/7. Compiling the Model/3. About binary cross entropy loss function..mp4
11.2 MB
~Get Your Files Here !/7. Compiling the Model/3. About binary cross entropy loss function..srt
2.4 KB
~Get Your Files Here !/7. Compiling the Model/4. Putting all together for MobileNetV2.mp4
10.9 MB
~Get Your Files Here !/7. Compiling the Model/4. Putting all together for MobileNetV2.srt
2.1 KB
~Get Your Files Here !/7. Compiling the Model/5. Putting all together for Custom CNN Model.mp4
12.3 MB
~Get Your Files Here !/7. Compiling the Model/5. Putting all together for Custom CNN Model.srt
2.3 KB
~Get Your Files Here !/8. ModelCheckpoint/1. About Model Checkpoint.mp4
5.9 MB
~Get Your Files Here !/8. ModelCheckpoint/1. About Model Checkpoint.srt
1.5 KB
~Get Your Files Here !/8. ModelCheckpoint/2. Implementing Model Checkpoint.mp4
21.9 MB
~Get Your Files Here !/8. ModelCheckpoint/2. Implementing Model Checkpoint.srt
4 KB
~Get Your Files Here !/9. Fitting the Model/1. About Epoch and Batch Size.mp4
5.4 MB
~Get Your Files Here !/9. Fitting the Model/1. About Epoch and Batch Size.srt
