Name [ DevCourseWeb.com ] Udemy - Data Science - CNN and OpenCV - Chest XRAY-Pneumonia Detection
File Type other
Size 1.07GB
UpdateDate 2024-11-17
hash *****0043F01282EBD6256CE50AA8218B35C44F
Hot 11
Files Get Bonus Downloads Here.url | 182B ~Get Your Files Here !/1. Introduction and Getting Started/1. Project Overview.mp4 | 5.72MB ~Get Your Files Here !/1. Introduction and Getting Started/1. Project Overview.srt | 1.63KB ~Get Your Files Here !/1. Introduction and Getting Started/2. Introduction to Google Colab.mp4 | 15.17MB ~Get Your Files Here !/1. Introduction and Getting Started/2. Introduction to Google Colab.srt | 3.54KB ~Get Your Files Here !/1. Introduction and Getting Started/3. Understanding the project folder structure.mp4 | 15.41MB ~Get Your Files Here !/1. Introduction and Getting Started/3. Understanding the project folder structure.srt | 4.85KB ~Get Your Files Here !/10. Model Evaluation/1. Predicting on the test data using both MobileNetV2 and Custom CNN Model.mp4 | 22.29MB ~Get Your Files Here !/10. Model Evaluation/1. Predicting on the test data using both MobileNetV2 and Custom CNN Model.srt | 4.54KB ~Get Your Files Here !/10. Model Evaluation/2. About Classification Report.mp4 | 6.95MB ~Get Your Files Here !/10. Model Evaluation/2. About Classification Report.srt | 1.61KB ~Get Your Files Here !/10. Model Evaluation/3. Classification Report in action for both MobileNetV2 and Custom CNN Model.mp4 | 14.53MB ~Get Your Files Here !/10. Model Evaluation/3. Classification Report in action for both MobileNetV2 and Custom CNN Model.srt | 2.75KB ~Get Your Files Here !/10. Model Evaluation/4. Computing the confusion matrix and using the same to derive the accuracy, sensit.mp4 | 38.33MB ~Get Your Files Here !/10. Model Evaluation/4. Computing the confusion matrix and using the same to derive the accuracy, sensit.srt | 7.62KB ~Get Your Files Here !/10. Model Evaluation/5. Plot training and validation accuracy and loss.mp4 | 14.94MB ~Get Your Files Here !/10. Model Evaluation/5. Plot training and validation accuracy and loss.srt | 2.90KB ~Get Your Files Here !/10. Model Evaluation/6. SerializeWriting the model to disk.mp4 | 7.07MB ~Get Your Files Here !/10. Model Evaluation/6. SerializeWriting the model to disk.srt | 1.47KB ~Get Your Files Here !/11. Using trained model to predict whether a person has Pneumonia/1. Loading the final model from drive.mp4 | 19.81MB ~Get Your Files Here !/11. Using trained model to predict whether a person has Pneumonia/1. Loading the final model from drive.srt | 3.57KB ~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 | 40.14MB ~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 | 78B ~Get Your Files Here !/12. Project Files and Code/code/Detect_Pneumonia.ipynb | 697.60KB ~Get Your Files Here !/12. Project Files and Code/code/Kaggle Link_chest-xray-pneumonia.txt | 61B ~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 | 24.65KB ~Get Your Files Here !/12. Project Files and Code/code/output/MN_16_weights-016-0.2087.hdf5 | 10.96MB ~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 | 857.83KB ~Get Your Files Here !/12. Project Files and Code/code/train_MobileNet_16_modelCheckpoint_reshuffle_data (1).ipynb | 891.70KB ~Get Your Files Here !/12. Project Files and Code/code/utils/config.py | 1.14KB ~Get Your Files Here !/12. Project Files and Code/code/utils/conv_bc_model.py | 2.68KB ~Get Your Files Here !/12. Project Files and Code/code/utils/create_dataset.py | 1.76KB ~Get Your Files Here !/12. Project Files and Code/code/utils/getPaths.py | 1.04KB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/1. Understanding the dataset and the folder structure.mp4 | 17.02MB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/1. Understanding the dataset and the folder structure.srt | 5.58KB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/2. Setting up the project in Google Colab_Part1.mp4 | 6.08MB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/2. Setting up the project in Google Colab_Part1.srt | 1.49KB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/3. Setting up the project in Google Colab_Part2.mp4 | 80.58MB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/3. Setting up the project in Google Colab_Part2.srt | 15.96KB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/4. About Config and Create_Dataset File.mp4 | 72.41MB ~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 | 37.15MB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/5. Importing the Libraries.srt | 6.05KB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/6. Plotting the count of data against each class in each directory.mp4 | 51.00MB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/6. Plotting the count of data against each class in each directory.srt | 10.27KB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/7. Plotting some samples from both the classes.mp4 | 46.84MB ~Get Your Files Here !/2. Data Understanding & Importing Libraries/7. Plotting some samples from both the classes.srt | 7.83KB ~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 | 8.53MB ~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 | 1.53KB ~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 | 25.88MB ~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 | 4.66KB ~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/3. Calculating the class weights in train directory.mp4 | 35.25MB ~Get Your Files Here !/3. Common Methods for plotting and class weight calculation/3. Calculating the class weights in train directory.srt | 6.30KB ~Get Your Files Here !/4. Data Augmentation/1. About Data Augmentation.mp4 | 17.07MB ~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 | 24.60MB ~Get Your Files Here !/4. Data Augmentation/2. Implementing Data Augmentation techniques.srt | 4.28KB ~Get Your Files Here !/5. Data Generators/1. About Data Generators.mp4 | 14.48MB ~Get Your Files Here !/5. Data Generators/1. About Data Generators.srt | 3.25KB ~Get Your Files Here !/5. Data Generators/2. Implementing Data Generators.mp4 | 23.40MB ~Get Your Files Here !/5. Data Generators/2. Implementing Data Generators.srt | 4.32KB ~Get Your Files Here !/6. Model Building/1. About Convolutional Neural Network (CNN).mp4 | 12.01MB ~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 | 17.90MB ~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 | 9.99MB ~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 ~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 ~Get Your Files Here !/6. Model Building/5. Loading the MobileNetV2 classifier.srt | 1.65KB ~Get Your Files Here !/6. Model Building/6. Building a new fully-connected (FC) head.mp4 | 20.30MB ~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 ~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 ~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 ~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 ~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 ~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 ~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 | 10.90MB ~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 ~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 ~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 ~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 ~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 | 42.60MB ~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
