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[FreeCourseSite.com] Udemy - Deep Learning with PyTorch for Medical Image Analysis
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2021-12-31 19:39
2024-12-21 13:34
265
3.64 GB
83
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FreeCourseSite
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Udemy
-
Deep
Learning
with
PyTorch
for
Medical
Image
Analysis
文件列表
1. Introduction/1. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.mp4
34.41MB
1. Introduction/2. Installation and Environment Setup.mp4
99.12MB
1. Introduction/3. Course Curriculum.mp4
7.09MB
10. Atrium-Segmentation/1. 01-Introduction.mp4
47.79MB
10. Atrium-Segmentation/2. Preprocessing-01-Visualization.mp4
47.15MB
10. Atrium-Segmentation/3. Preprocessing-02-Processing.mp4
43.54MB
10. Atrium-Segmentation/4. Dataset-01-Dataset-Creation.mp4
40.42MB
10. Atrium-Segmentation/5. Dataset-02-Dataset-Validation.mp4
24.49MB
10. Atrium-Segmentation/6. UNet.mp4
64.46MB
10. Atrium-Segmentation/7. Train-01-Data-Loading-and-Loss.mp4
29.55MB
10. Atrium-Segmentation/8. Train-02-Model-Creation.mp4
50.65MB
10. Atrium-Segmentation/9. Train-03-Evaluation.mp4
63.43MB
11. Capstone-Project Lung Tumor Segmentation/1. Introduction.mp4
23.18MB
11. Capstone-Project Lung Tumor Segmentation/2. Overview.mp4
6.75MB
11. Capstone-Project Lung Tumor Segmentation/3. Oversampling.mp4
27.08MB
11. Capstone-Project Lung Tumor Segmentation/4. Discussion.mp4
27.08MB
12. 3D Liver and Liver Tumor Segmentation/1. Introduction.mp4
27.07MB
12. 3D Liver and Liver Tumor Segmentation/2. Data-Visualization.mp4
31.57MB
12. 3D Liver and Liver Tumor Segmentation/3. Model.mp4
26.26MB
12. 3D Liver and Liver Tumor Segmentation/4. Train-01-TorchIO-Dataset.mp4
59.83MB
12. 3D Liver and Liver Tumor Segmentation/5. Train-02-Model-Creation.mp4
35.78MB
12. 3D Liver and Liver Tumor Segmentation/6. Train-03-Evaluation.mp4
43.12MB
2. Crash Course NumPy/1. Introduction to NumPy.mp4
11.28MB
2. Crash Course NumPy/2. NumPy Arrays.mp4
50.81MB
2. Crash Course NumPy/3. NumPy Arrays Part Two.mp4
46.56MB
2. Crash Course NumPy/4. NumPy Index Selection.mp4
46.26MB
2. Crash Course NumPy/5. NumPy Operations.mp4
33.28MB
2. Crash Course NumPy/6. NumPy Exercises.mp4
11.54MB
2. Crash Course NumPy/7. NumPy Exercise - Solutions.mp4
48.56MB
3. Machine Learning Concepts Overview/1. What is Machine Learning.mp4
19.96MB
3. Machine Learning Concepts Overview/2. Supervised Learning.mp4
39.91MB
3. Machine Learning Concepts Overview/3. Overfitting.mp4
26.17MB
3. Machine Learning Concepts Overview/4. Evaluating Performance - Classification Error Metrics.mp4
82.45MB
3. Machine Learning Concepts Overview/5. Evaluating Performance - Regression Error Metrics.mp4
23.59MB
4. PyTorch Basics/1. PyTorch Basics Introduction.mp4
14.31MB
4. PyTorch Basics/2. Tensor Basics.mp4
35.17MB
4. PyTorch Basics/3. Tensor Basics-Part Two.mp4
66.82MB
4. PyTorch Basics/4. Tensor Operations.mp4
58.63MB
4. PyTorch Basics/5. Tensor Operations-Part Two.mp4
28.16MB
4. PyTorch Basics/6. PyTorch Basics - Exercise.mp4
15.19MB
4. PyTorch Basics/7. PyTorch Basics - Exercise Solutions.mp4
29.83MB
5. CNN - Convolutional Neural Networks/1. Introduction to CNNs.mp4
4.64MB
5. CNN - Convolutional Neural Networks/10. MNIST Data Revisited.mp4
9.19MB
5. CNN - Convolutional Neural Networks/11. MNIST with CNN - Code Along - Part One.mp4
101.93MB
5. CNN - Convolutional Neural Networks/12. MNIST with CNN - Code Along - Part Two.mp4
87.52MB
5. CNN - Convolutional Neural Networks/13. MNIST with CNN - Code Along - Part Three.mp4
46.95MB
5. CNN - Convolutional Neural Networks/14. Why do we need GPUs.mp4
93MB
5. CNN - Convolutional Neural Networks/15. Using GPUs for PyTorch.mp4
96.5MB
5. CNN - Convolutional Neural Networks/2. Understanding the MNIST data set.mp4
14.38MB
5. CNN - Convolutional Neural Networks/3. ANN with MNIST - Part One - Data.mp4
97.88MB
5. CNN - Convolutional Neural Networks/4. ANN with MNIST - Part Two - Creating the Network.mp4
52.54MB
5. CNN - Convolutional Neural Networks/5. ANN with MNIST - Part Three - Training.mp4
78.16MB
5. CNN - Convolutional Neural Networks/6. ANN with MNIST - Part Four - Evaluation.mp4
50.19MB
5. CNN - Convolutional Neural Networks/7. Image Filters and Kernels.mp4
72.33MB
5. CNN - Convolutional Neural Networks/8. Convolutional Layers.mp4
57.99MB
5. CNN - Convolutional Neural Networks/9. Pooling Layers.mp4
27.64MB
6. Medical Imaging - A short Introduction/1. Introduction.mp4
23.71MB
6. Medical Imaging - A short Introduction/2. X-RAY.mp4
15.59MB
6. Medical Imaging - A short Introduction/3. CT.mp4
27.12MB
6. Medical Imaging - A short Introduction/4. MRI.mp4
17.98MB
6. Medical Imaging - A short Introduction/5. PET.mp4
14.16MB
7. Data Formats in Medical Imaging/1. Introduction.mp4
4.59MB
7. Data Formats in Medical Imaging/2. DICOM.mp4
20.05MB
7. Data Formats in Medical Imaging/3. DICOM-in-Python.mp4
89.01MB
7. Data Formats in Medical Imaging/4. NIfTI.mp4
10MB
7. Data Formats in Medical Imaging/5. NIfTI-in-Python.mp4
40.59MB
7. Data Formats in Medical Imaging/6. Preprocessing.mp4
65.06MB
7. Data Formats in Medical Imaging/7. Preprocessing-in-Python-Part-1.mp4
60.21MB
7. Data Formats in Medical Imaging/8. Preprocessing-in-Python-Part-2.mp4
60.32MB
8. Pneumonia-Classification/1. Introduction.mp4
55.37MB
8. Pneumonia-Classification/2. Preprocessing.mp4
86MB
8. Pneumonia-Classification/3. Train-01-Data-Loading.mp4
69.81MB
8. Pneumonia-Classification/4. Train-02-Model-Creation.mp4
82.82MB
8. Pneumonia-Classification/5. Train-03-Trainer.mp4
20.72MB
8. Pneumonia-Classification/6. Train-04-Evaluation.mp4
60.36MB
8. Pneumonia-Classification/7. Interpretability.mp4
122.13MB
9. Cardiac-Detection/1. 01-Introduction.mp4
27.14MB
9. Cardiac-Detection/2. 02-Preprocessing.mp4
66.85MB
9. Cardiac-Detection/3. 03-Dataset-Part-1.mp4
57.35MB
9. Cardiac-Detection/4. 04-Dataset-Part-2.mp4
32.34MB
9. Cardiac-Detection/5. Train-01-Data-Loading.mp4
22.54MB
9. Cardiac-Detection/6. Train-02-Model-Creation.mp4
95.7MB
9. Cardiac-Detection/7. Train-03-Evaluation.mp4
42.57MB
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