Deep Learning with PyTorch for Medical Image Analysis
- Type:
- Other > Other
- Files:
- 92
- Size:
- 3.64 GiB (3910375078 Bytes)
- Uploaded:
- 2022-01-02 10:15:22 GMT
- By:
- cybil18
- Seeders:
- 1
- Leechers:
- 0
- Comments
- 0
- Info Hash: 8DCBDFE33B86767F88D0C30C5D0C96783A148FEB
(Problems with magnets links are fixed by upgrading your torrent client!)
Deep Learning with PyTorch for Medical Image Analysis Learn how to use Pytorch-Lightning to solve real world medical imaging tasks! Udemy Link - https://www.udemy.com/course/deep-learning-with-pytorch-for-medical-image-analysis/ Please seed as much as you can!
1. Introduction/1. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.mp4 | 34.41 MiB |
1. Introduction/1.1 Complete Course Material.html | 143 B |
1. Introduction/2. Installation and Environment Setup.mp4 | 99.12 MiB |
1. Introduction/2.1 Environment file.html | 143 B |
1. Introduction/3. Course Curriculum.mp4 | 7.09 MiB |
10. Atrium-Segmentation/1. 01-Introduction.mp4 | 47.79 MiB |
10. Atrium-Segmentation/2. Preprocessing-01-Visualization.mp4 | 47.15 MiB |
10. Atrium-Segmentation/3. Preprocessing-02-Processing.mp4 | 43.54 MiB |
10. Atrium-Segmentation/4. Dataset-01-Dataset-Creation.mp4 | 40.42 MiB |
10. Atrium-Segmentation/5. Dataset-02-Dataset-Validation.mp4 | 24.49 MiB |
10. Atrium-Segmentation/6. UNet.mp4 | 64.46 MiB |
10. Atrium-Segmentation/7. Train-01-Data-Loading-and-Loss.mp4 | 29.55 MiB |
10. Atrium-Segmentation/8. Train-02-Model-Creation.mp4 | 50.65 MiB |
10. Atrium-Segmentation/9. Train-03-Evaluation.mp4 | 63.43 MiB |
10. Atrium-Segmentation/GetFreeCourses.Co.url | 116 B |
10. Atrium-Segmentation/How you can help GetFreeCourses.Co.txt | 182 B |
11. Capstone-Project Lung Tumor Segmentation/1. Introduction.mp4 | 23.18 MiB |
11. Capstone-Project Lung Tumor Segmentation/2. Overview.mp4 | 6.75 MiB |
11. Capstone-Project Lung Tumor Segmentation/3. Oversampling.mp4 | 27.08 MiB |
11. Capstone-Project Lung Tumor Segmentation/4. Discussion.mp4 | 27.08 MiB |
12. 3D Liver and Liver Tumor Segmentation/1. Introduction.mp4 | 27.07 MiB |
12. 3D Liver and Liver Tumor Segmentation/2. Data-Visualization.mp4 | 31.57 MiB |
12. 3D Liver and Liver Tumor Segmentation/3. Model.mp4 | 26.26 MiB |
12. 3D Liver and Liver Tumor Segmentation/4. Train-01-TorchIO-Dataset.mp4 | 59.83 MiB |
12. 3D Liver and Liver Tumor Segmentation/5. Train-02-Model-Creation.mp4 | 35.78 MiB |
12. 3D Liver and Liver Tumor Segmentation/6. Train-03-Evaluation.mp4 | 43.12 MiB |
2. Crash Course NumPy/1. Introduction to NumPy.mp4 | 11.28 MiB |
2. Crash Course NumPy/2. NumPy Arrays.mp4 | 50.81 MiB |
2. Crash Course NumPy/3. NumPy Arrays Part Two.mp4 | 46.56 MiB |
2. Crash Course NumPy/4. NumPy Index Selection.mp4 | 46.26 MiB |
2. Crash Course NumPy/5. NumPy Operations.mp4 | 33.28 MiB |
2. Crash Course NumPy/6. NumPy Exercises.mp4 | 11.54 MiB |
2. Crash Course NumPy/7. NumPy Exercise - Solutions.mp4 | 48.56 MiB |
3. Machine Learning Concepts Overview/1. What is Machine Learning.mp4 | 19.96 MiB |
3. Machine Learning Concepts Overview/2. Supervised Learning.mp4 | 39.91 MiB |
3. Machine Learning Concepts Overview/3. Overfitting.mp4 | 26.17 MiB |
3. Machine Learning Concepts Overview/4. Evaluating Performance - Classification Error Metrics.mp4 | 82.45 MiB |
3. Machine Learning Concepts Overview/5. Evaluating Performance - Regression Error Metrics.mp4 | 23.59 MiB |
4. PyTorch Basics/1. PyTorch Basics Introduction.mp4 | 14.31 MiB |
4. PyTorch Basics/2. Tensor Basics.mp4 | 35.17 MiB |
4. PyTorch Basics/3. Tensor Basics-Part Two.mp4 | 66.82 MiB |
4. PyTorch Basics/4. Tensor Operations.mp4 | 58.63 MiB |
4. PyTorch Basics/5. Tensor Operations-Part Two.mp4 | 28.16 MiB |
4. PyTorch Basics/6. PyTorch Basics - Exercise.mp4 | 15.19 MiB |
4. PyTorch Basics/7. PyTorch Basics - Exercise Solutions.mp4 | 29.83 MiB |
4. PyTorch Basics/GetFreeCourses.Co.url | 116 B |
4. PyTorch Basics/How you can help GetFreeCourses.Co.txt | 182 B |
5. CNN - Convolutional Neural Networks/1. Introduction to CNNs.mp4 | 4.64 MiB |
5. CNN - Convolutional Neural Networks/10. MNIST Data Revisited.mp4 | 9.19 MiB |
5. CNN - Convolutional Neural Networks/11. MNIST with CNN - Code Along - Part One.mp4 | 101.93 MiB |
5. CNN - Convolutional Neural Networks/12. MNIST with CNN - Code Along - Part Two.mp4 | 87.52 MiB |
5. CNN - Convolutional Neural Networks/13. MNIST with CNN - Code Along - Part Three.mp4 | 46.95 MiB |
5. CNN - Convolutional Neural Networks/14. Why do we need GPUs.mp4 | 93 MiB |
5. CNN - Convolutional Neural Networks/15. Using GPUs for PyTorch.mp4 | 96.5 MiB |
5. CNN - Convolutional Neural Networks/2. Understanding the MNIST data set.mp4 | 14.38 MiB |
5. CNN - Convolutional Neural Networks/3. ANN with MNIST - Part One - Data.mp4 | 97.88 MiB |
5. CNN - Convolutional Neural Networks/4. ANN with MNIST - Part Two - Creating the Network.mp4 | 52.54 MiB |
5. CNN - Convolutional Neural Networks/5. ANN with MNIST - Part Three - Training.mp4 | 78.16 MiB |
5. CNN - Convolutional Neural Networks/6. ANN with MNIST - Part Four - Evaluation.mp4 | 50.19 MiB |
5. CNN - Convolutional Neural Networks/7. Image Filters and Kernels.mp4 | 72.33 MiB |
5. CNN - Convolutional Neural Networks/8. Convolutional Layers.mp4 | 57.99 MiB |
5. CNN - Convolutional Neural Networks/9. Pooling Layers.mp4 | 27.64 MiB |
6. Medical Imaging - A short Introduction/1. Introduction.mp4 | 23.71 MiB |
6. Medical Imaging - A short Introduction/2. X-RAY.mp4 | 15.59 MiB |
6. Medical Imaging - A short Introduction/3. CT.mp4 | 27.12 MiB |
6. Medical Imaging - A short Introduction/4. MRI.mp4 | 17.98 MiB |
6. Medical Imaging - A short Introduction/5. PET.mp4 | 14.16 MiB |
7. Data Formats in Medical Imaging/1. Introduction.mp4 | 4.59 MiB |
7. Data Formats in Medical Imaging/2. DICOM.mp4 | 20.05 MiB |
7. Data Formats in Medical Imaging/3. DICOM-in-Python.mp4 | 89.01 MiB |
7. Data Formats in Medical Imaging/4. NIfTI.mp4 | 1 MiB |
7. Data Formats in Medical Imaging/5. NIfTI-in-Python.mp4 | 40.59 MiB |
7. Data Formats in Medical Imaging/6. Preprocessing.mp4 | 65.06 MiB |
7. Data Formats in Medical Imaging/7. Preprocessing-in-Python-Part-1.mp4 | 60.21 MiB |
7. Data Formats in Medical Imaging/8. Preprocessing-in-Python-Part-2.mp4 | 60.32 MiB |
8. Pneumonia-Classification/1. Introduction.mp4 | 55.37 MiB |
8. Pneumonia-Classification/2. Preprocessing.mp4 | 86 MiB |
8. Pneumonia-Classification/3. Train-01-Data-Loading.mp4 | 69.81 MiB |
8. Pneumonia-Classification/4. Train-02-Model-Creation.mp4 | 82.82 MiB |
8. Pneumonia-Classification/5. Train-03-Trainer.mp4 | 20.72 MiB |
8. Pneumonia-Classification/6. Train-04-Evaluation.mp4 | 60.36 MiB |
8. Pneumonia-Classification/7. Interpretability.mp4 | 122.13 MiB |
9. Cardiac-Detection/1. 01-Introduction.mp4 | 27.14 MiB |
9. Cardiac-Detection/2. 02-Preprocessing.mp4 | 66.85 MiB |
9. Cardiac-Detection/3. 03-Dataset-Part-1.mp4 | 57.35 MiB |
9. Cardiac-Detection/4. 04-Dataset-Part-2.mp4 | 32.34 MiB |
9. Cardiac-Detection/5. Train-01-Data-Loading.mp4 | 22.54 MiB |
9. Cardiac-Detection/6. Train-02-Model-Creation.mp4 | 95.7 MiB |
9. Cardiac-Detection/7. Train-03-Evaluation.mp4 | 42.57 MiB |
Download Paid Udemy Courses For Free.url | 116 B |
GetFreeCourses.Co.url | 116 B |
How you can help GetFreeCourses.Co.txt | 182 B |