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[ TutGator.com ] Udemy - Deep Learning with PyTorch for Medical Image Analysis

[ TutGator.com ] Udemy - Deep Learning with PyTorch for Medical Image Analysis

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Description
Deep Learning with PyTorch for Medical Image Analysis



https://TutGator.com

Genre: eLearning | MP4 | Video: h264, 1280x720 | Audio: AAC, 48.0 KHz
Language: English | Size: 3.64 GB | Duration: 12h 0m
Learn how to use Pytorch-Lightning to solve real world medical imaging tasks!
What you'll learn
Learn how to use NumPy
Learn classic machine learning theory principals
Foundations of Medical Imaging
Data Formats in Medical Imaging
Creating Artificial Neural Networks with PyTorch
Use PyTorch-Lightning for state of the art training
Visualize the decision of a CNN
2D & 3D data handling
Automatic Cancer Segmentation

Description
Did you ever want to apply Deep Neural Networks to more than MNIST, CIFAR10 or cats vs dogs?

Do you want to learn about state of the art Machine Learning frameworks while segmenting cancer in CT-images?

Then this is the right course for you!

File list
  • [ TutGator.com ] Udemy - Deep Learning with PyTorch for Medical Image Analysis
  • ~Get Your Files Here !/1. Introduction/1. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.mp4 34.4 MB
  • ~Get Your Files Here !/1. Introduction/1.1 Complete Course Material.html 143 B
  • ~Get Your Files Here !/1. Introduction/2. Installation and Environment Setup.mp4 99.1 MB
  • ~Get Your Files Here !/1. Introduction/2.1 Environment file.html 143 B
  • ~Get Your Files Here !/1. Introduction/3. Course Curriculum.mp4 7.1 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/1. 01-Introduction.mp4 47.8 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/2. Preprocessing-01-Visualization.mp4 47.1 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/3. Preprocessing-02-Processing.mp4 43.5 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/4. Dataset-01-Dataset-Creation.mp4 40.4 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/5. Dataset-02-Dataset-Validation.mp4 24.5 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/6. UNet.mp4 64.5 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/7. Train-01-Data-Loading-and-Loss.mp4 29.5 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/8. Train-02-Model-Creation.mp4 50.7 MB
  • ~Get Your Files Here !/10. Atrium-Segmentation/9. Train-03-Evaluation.mp4 63.4 MB
  • ~Get Your Files Here !/11. Capstone-Project Lung Tumor Segmentation/1. Introduction.mp4 23.2 MB
  • ~Get Your Files Here !/11. Capstone-Project Lung Tumor Segmentation/2. Overview.mp4 6.8 MB
  • ~Get Your Files Here !/11. Capstone-Project Lung Tumor Segmentation/3. Oversampling.mp4 27.1 MB
  • ~Get Your Files Here !/11. Capstone-Project Lung Tumor Segmentation/4. Discussion.mp4 27.1 MB
  • ~Get Your Files Here !/12. 3D Liver and Liver Tumor Segmentation/1. Introduction.mp4 27.1 MB
  • ~Get Your Files Here !/12. 3D Liver and Liver Tumor Segmentation/2. Data-Visualization.mp4 31.6 MB
  • ~Get Your Files Here !/12. 3D Liver and Liver Tumor Segmentation/3. Model.mp4 26.3 MB
  • ~Get Your Files Here !/12. 3D Liver and Liver Tumor Segmentation/4. Train-01-TorchIO-Dataset.mp4 59.8 MB
  • ~Get Your Files Here !/12. 3D Liver and Liver Tumor Segmentation/5. Train-02-Model-Creation.mp4 35.8 MB
  • ~Get Your Files Here !/12. 3D Liver and Liver Tumor Segmentation/6. Train-03-Evaluation.mp4 43.1 MB
  • ~Get Your Files Here !/2. Crash Course NumPy/1. Introduction to NumPy.mp4 11.3 MB
  • ~Get Your Files Here !/2. Crash Course NumPy/2. NumPy Arrays.mp4 50.8 MB
  • ~Get Your Files Here !/2. Crash Course NumPy/3. NumPy Arrays Part Two.mp4 46.6 MB
  • ~Get Your Files Here !/2. Crash Course NumPy/4. NumPy Index Selection.mp4 46.3 MB
  • ~Get Your Files Here !/2. Crash Course NumPy/5. NumPy Operations.mp4 33.3 MB
  • ~Get Your Files Here !/2. Crash Course NumPy/6. NumPy Exercises.mp4 11.5 MB
  • ~Get Your Files Here !/2. Crash Course NumPy/7. NumPy Exercise - Solutions.mp4 48.6 MB
  • ~Get Your Files Here !/3. Machine Learning Concepts Overview/1. What is Machine Learning.mp4 20 MB
  • ~Get Your Files Here !/3. Machine Learning Concepts Overview/2. Supervised Learning.mp4 39.9 MB
  • ~Get Your Files Here !/3. Machine Learning Concepts Overview/3. Overfitting.mp4 26.2 MB
  • ~Get Your Files Here !/3. Machine Learning Concepts Overview/4. Evaluating Performance - Classification Error Metrics.mp4 82.5 MB
  • ~Get Your Files Here !/3. Machine Learning Concepts Overview/5. Evaluating Performance - Regression Error Metrics.mp4 23.6 MB
  • ~Get Your Files Here !/4. PyTorch Basics/1. PyTorch Basics Introduction.mp4 14.3 MB
  • ~Get Your Files Here !/4. PyTorch Basics/2. Tensor Basics.mp4 35.2 MB
  • ~Get Your Files Here !/4. PyTorch Basics/3. Tensor Basics-Part Two.mp4 66.8 MB
  • ~Get Your Files Here !/4. PyTorch Basics/4. Tensor Operations.mp4 58.6 MB
  • ~Get Your Files Here !/4. PyTorch Basics/5. Tensor Operations-Part Two.mp4 28.2 MB
  • ~Get Your Files Here !/4. PyTorch Basics/6. PyTorch Basics - Exercise.mp4 15.2 MB
  • ~Get Your Files Here !/4. PyTorch Basics/7. PyTorch Basics - Exercise Solutions.mp4 29.8 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/1. Introduction to CNNs.mp4 4.6 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/10. MNIST Data Revisited.mp4 9.2 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/11. MNIST with CNN - Code Along - Part One.mp4 101.9 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/12. MNIST with CNN - Code Along - Part Two.mp4 87.5 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/13. MNIST with CNN - Code Along - Part Three.mp4 46.9 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/14. Why do we need GPUs.mp4 93 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/15. Using GPUs for PyTorch.mp4 96.5 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/2. Understanding the MNIST data set.mp4 14.4 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/3. ANN with MNIST - Part One - Data.mp4 97.9 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/4. ANN with MNIST - Part Two - Creating the Network.mp4 52.5 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/5. ANN with MNIST - Part Three - Training.mp4 78.2 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/6. ANN with MNIST - Part Four - Evaluation.mp4 50.2 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/7. Image Filters and Kernels.mp4 72.3 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/8. Convolutional Layers.mp4 58 MB
  • ~Get Your Files Here !/5. CNN - Convolutional Neural Networks/9. Pooling Layers.mp4 27.6 MB
  • ~Get Your Files Here !/6. Medical Imaging - A short Introduction/1. Introduction.mp4 23.7 MB
  • ~Get Your Files Here !/6. Medical Imaging - A short Introduction/2. X-RAY.mp4 15.6 MB
  • ~Get Your Files Here !/6. Medical Imaging - A short Introduction/3. CT.mp4 27.1 MB
  • ~Get Your Files Here !/6. Medical Imaging - A short Introduction/4. MRI.mp4 18 MB
  • ~Get Your Files Here !/6. Medical Imaging - A short Introduction/5. PET.mp4 14.2 MB
  • ~Get Your Files Here !/7. Data Formats in Medical Imaging/1. Introduction.mp4 4.6 MB
  • ~Get Your Files Here !/7. Data Formats in Medical Imaging/2. DICOM.mp4 20 MB
  • ~Get Your Files Here !/7. Data Formats in Medical Imaging/3. DICOM-in-Python.mp4 89 MB
  • ~Get Your Files Here !/7. Data Formats in Medical Imaging/4. NIfTI.mp4 10 MB
  • ~Get Your Files Here !/7. Data Formats in Medical Imaging/5. NIfTI-in-Python.mp4 40.6 MB
  • ~Get Your Files Here !/7. Data Formats in Medical Imaging/6. Preprocessing.mp4 65.1 MB
  • ~Get Your Files Here !/7. Data Formats in Medical Imaging/7. Preprocessing-in-Python-Part-1.mp4 60.2 MB
  • ~Get Your Files Here !/7. Data Formats in Medical Imaging/8. Preprocessing-in-Python-Part-2.mp4 60.3 MB
  • ~Get Your Files Here !/8. Pneumonia-Classification/1. Introduction.mp4 55.4 MB
  • ~Get Your Files Here !/8. Pneumonia-Classification/2. Preprocessing.mp4 86 MB
  • ~Get Your Files Here !/8. Pneumonia-Classification/3. Train-01-Data-Loading.mp4 69.8 MB
  • ~Get Your Files Here !/8. Pneumonia-Classification/4. Train-02-Model-Creation.mp4 82.8 MB
  • ~Get Your Files Here !/8. Pneumonia-Classification/5. Train-03-Trainer.mp4 20.7 MB
  • ~Get Your Files Here !/8. Pneumonia-Classification/6. Train-04-Evaluation.mp4 60.4 MB
  • ~Get Your Files Here !/8. Pneumonia-Classification/7. Interpretability.mp4 122.1 MB
  • ~Get Your Files Here !/9. Cardiac-Detection/1. 01-Introduction.mp4 27.1 MB
  • ~Get Your Files Here !/9. Cardiac-Detection/2. 02-Preprocessing.mp4 66.9 MB
  • ~Get Your Files Here !/9. Cardiac-Detection/3. 03-Dataset-Part-1.mp4 57.4 MB
  • ~Get Your Files Here !/9. Cardiac-Detection/4. 04-Dataset-Part-2.mp4 32.3 MB
  • ~Get Your Files Here !/9. Cardiac-Detection/5. Train-01-Data-Loading.mp4 22.5 MB
  • ~Get Your Files Here !/9. Cardiac-Detection/6. Train-02-Model-Creation.mp4 95.7 MB
  • ~Get Your Files Here !/9. Cardiac-Detection/7. Train-03-Evaluation.mp4 42.6 MB
  • ~Get Your Files Here !/Bonus Resources.txt 357 B

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