TutGator com Udemy Deep Learning with PyTorch for Medical Image Analysis

TutGator com Udemy Deep Learning with PyTorch for Medical Image Analysis

Name	[ TutGator.com ] Udemy - Deep Learning with PyTorch for Medical Image Analysis	DOWNLOAD Copy Link
Total Size	3.9 GB
Total Files	87
Last Seen	2024-11-18 01:19
Hash	7B9C5C3358F526A92D96AC44E8258F809E0398EE

/
Get Bonus Downloads Here.url	0.2 KB
/1. Introduction/
1. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.mp4	36.1 MB
1.1 Complete Course Material.html	0.1 KB
2. Installation and Environment Setup.mp4	103.9 MB
2.1 Environment file.html	0.1 KB
3. Course Curriculum.mp4	7.4 MB
/.../10. Atrium-Segmentation/
1. 01-Introduction.mp4	50.1 MB
2. Preprocessing-01-Visualization.mp4	49.4 MB
3. Preprocessing-02-Processing.mp4	45.7 MB
4. Dataset-01-Dataset-Creation.mp4	42.4 MB
5. Dataset-02-Dataset-Validation.mp4	25.7 MB
6. UNet.mp4	67.6 MB
7. Train-01-Data-Loading-and-Loss.mp4	31.0 MB
8. Train-02-Model-Creation.mp4	53.1 MB
9. Train-03-Evaluation.mp4	66.5 MB
/.../11. Capstone-Project Lung Tumor Segmentation/
1. Introduction.mp4	24.3 MB
2. Overview.mp4	7.1 MB
3. Oversampling.mp4	28.4 MB
4. Discussion.mp4	28.4 MB
/.../12. 3D Liver and Liver Tumor Segmentation/
1. Introduction.mp4	28.4 MB
2. Data-Visualization.mp4	33.1 MB
3. Model.mp4	27.5 MB
4. Train-01-TorchIO-Dataset.mp4	62.7 MB
5. Train-02-Model-Creation.mp4	37.5 MB
6. Train-03-Evaluation.mp4	45.2 MB
/.../2. Crash Course NumPy/
1. Introduction to NumPy.mp4	11.8 MB
2. NumPy Arrays.mp4	53.3 MB
3. NumPy Arrays Part Two.mp4	48.8 MB
4. NumPy Index Selection.mp4	48.5 MB
5. NumPy Operations.mp4	34.9 MB
6. NumPy Exercises.mp4	12.1 MB
7. NumPy Exercise - Solutions.mp4	50.9 MB
/.../3. Machine Learning Concepts Overview/
1. What is Machine Learning.mp4	20.9 MB
2. Supervised Learning.mp4	41.8 MB
3. Overfitting.mp4	27.4 MB
4. Evaluating Performance - Classification Error Metrics.mp4	86.5 MB
5. Evaluating Performance - Regression Error Metrics.mp4	24.7 MB
/4. PyTorch Basics/
1. PyTorch Basics Introduction.mp4	15.0 MB
2. Tensor Basics.mp4	36.9 MB
3. Tensor Basics-Part Two.mp4	70.1 MB
4. Tensor Operations.mp4	61.5 MB
5. Tensor Operations-Part Two.mp4	29.5 MB
6. PyTorch Basics - Exercise.mp4	15.9 MB
7. PyTorch Basics - Exercise Solutions.mp4	31.3 MB
/.../5. CNN - Convolutional Neural Networks/
1. Introduction to CNNs.mp4	4.9 MB
10. MNIST Data Revisited.mp4	9.6 MB
11. MNIST with CNN - Code Along - Part One.mp4	106.9 MB
12. MNIST with CNN - Code Along - Part Two.mp4	91.8 MB
13. MNIST with CNN - Code Along - Part Three.mp4	49.2 MB
14. Why do we need GPUs.mp4	97.5 MB
15. Using GPUs for PyTorch.mp4	101.2 MB
2. Understanding the MNIST data set.mp4	15.1 MB
3. ANN with MNIST - Part One - Data.mp4	102.6 MB
4. ANN with MNIST - Part Two - Creating the Network.mp4	55.1 MB
5. ANN with MNIST - Part Three - Training.mp4	82.0 MB
6. ANN with MNIST - Part Four - Evaluation.mp4	52.6 MB
7. Image Filters and Kernels.mp4	75.8 MB
8. Convolutional Layers.mp4	60.8 MB
9. Pooling Layers.mp4	29.0 MB
/.../6. Medical Imaging - A short Introduction/
1. Introduction.mp4	24.9 MB
2. X-RAY.mp4	16.3 MB
3. CT.mp4	28.4 MB
4. MRI.mp4	18.9 MB
5. PET.mp4	14.8 MB
/.../7. Data Formats in Medical Imaging/
1. Introduction.mp4	4.8 MB
2. DICOM.mp4	21.0 MB
3. DICOM-in-Python.mp4	93.3 MB
4. NIfTI.mp4	10.5 MB
5. NIfTI-in-Python.mp4	42.6 MB
6. Preprocessing.mp4	68.2 MB
7. Preprocessing-in-Python-Part-1.mp4	63.1 MB
8. Preprocessing-in-Python-Part-2.mp4	63.3 MB
/8. Pneumonia-Classification/
1. Introduction.mp4	58.1 MB
2. Preprocessing.mp4	90.2 MB
3. Train-01-Data-Loading.mp4	73.2 MB
4. Train-02-Model-Creation.mp4	86.8 MB
5. Train-03-Trainer.mp4	21.7 MB
6. Train-04-Evaluation.mp4	63.3 MB
7. Interpretability.mp4	128.1 MB
/9. Cardiac-Detection/
1. 01-Introduction.mp4	28.5 MB
2. 02-Preprocessing.mp4	70.1 MB
3. 03-Dataset-Part-1.mp4	60.1 MB
4. 04-Dataset-Part-2.mp4	33.9 MB
5. Train-01-Data-Loading.mp4	23.6 MB
6. Train-02-Model-Creation.mp4	100.3 MB
7. Train-03-Evaluation.mp4	44.6 MB
/~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
Total files 87