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[ TutGator.com ] Udemy - Deep Learning With PyTorch For Medical Image Analysis
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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!
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FILE LIST
Filename
Size
~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
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