Download Deep Learning with PyTorch for Medical Image Analysis Torrent

Torrent Contents Size: 3.64 GB

Deep Learning with PyTorch for Medical Image Analysis

1. Introduction

1. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.mp4	MP4	34.41 MB
1.1 Complete Course Material.html	HTML	143 B
2. Installation and Environment Setup.mp4	MP4	99.12 MB
2.1 Environment file.html	HTML	143 B
3. Course Curriculum.mp4	MP4	7.09 MB

10. Atrium-Segmentation

1. 01-Introduction.mp4	MP4	47.79 MB
2. Preprocessing-01-Visualization.mp4	MP4	47.15 MB
3. Preprocessing-02-Processing.mp4	MP4	43.54 MB
4. Dataset-01-Dataset-Creation.mp4	MP4	40.42 MB
5. Dataset-02-Dataset-Validation.mp4	MP4	24.49 MB
6. UNet.mp4	MP4	64.46 MB
7. Train-01-Data-Loading-and-Loss.mp4	MP4	29.55 MB
8. Train-02-Model-Creation.mp4	MP4	50.65 MB
9. Train-03-Evaluation.mp4	MP4	63.43 MB
GetFreeCourses.Co.url	URL	116 B
How you can help GetFreeCourses.Co.txt	TXT	182 B

11. Capstone-Project Lung Tumor Segmentation

1. Introduction.mp4	MP4	23.18 MB
2. Overview.mp4	MP4	6.75 MB
3. Oversampling.mp4	MP4	27.08 MB
4. Discussion.mp4	MP4	27.08 MB

12. 3D Liver and Liver Tumor Segmentation

1. Introduction.mp4	MP4	27.07 MB
2. Data-Visualization.mp4	MP4	31.57 MB
3. Model.mp4	MP4	26.26 MB
4. Train-01-TorchIO-Dataset.mp4	MP4	59.83 MB
5. Train-02-Model-Creation.mp4	MP4	35.78 MB
6. Train-03-Evaluation.mp4	MP4	43.12 MB

2. Crash Course NumPy

1. Introduction to NumPy.mp4	MP4	11.28 MB
2. NumPy Arrays.mp4	MP4	50.81 MB
3. NumPy Arrays Part Two.mp4	MP4	46.56 MB
4. NumPy Index Selection.mp4	MP4	46.26 MB
5. NumPy Operations.mp4	MP4	33.28 MB
6. NumPy Exercises.mp4	MP4	11.54 MB
7. NumPy Exercise - Solutions.mp4	MP4	48.56 MB

3. Machine Learning Concepts Overview

1. What is Machine Learning.mp4	MP4	19.96 MB
2. Supervised Learning.mp4	MP4	39.91 MB
3. Overfitting.mp4	MP4	26.17 MB
4. Evaluating Performance - Classification Error Metrics.mp4	MP4	82.45 MB
5. Evaluating Performance - Regression Error Metrics.mp4	MP4	23.59 MB

4. PyTorch Basics

1. PyTorch Basics Introduction.mp4	MP4	14.31 MB
2. Tensor Basics.mp4	MP4	35.17 MB
3. Tensor Basics-Part Two.mp4	MP4	66.82 MB
4. Tensor Operations.mp4	MP4	58.63 MB
5. Tensor Operations-Part Two.mp4	MP4	28.16 MB
6. PyTorch Basics - Exercise.mp4	MP4	15.19 MB
7. PyTorch Basics - Exercise Solutions.mp4	MP4	29.83 MB
GetFreeCourses.Co.url	URL	116 B
How you can help GetFreeCourses.Co.txt	TXT	182 B

5. CNN - Convolutional Neural Networks

1. Introduction to CNNs.mp4	MP4	4.64 MB
10. MNIST Data Revisited.mp4	MP4	9.19 MB
11. MNIST with CNN - Code Along - Part One.mp4	MP4	101.93 MB
12. MNIST with CNN - Code Along - Part Two.mp4	MP4	87.52 MB
13. MNIST with CNN - Code Along - Part Three.mp4	MP4	46.95 MB
14. Why do we need GPUs.mp4	MP4	93 MB
15. Using GPUs for PyTorch.mp4	MP4	96.5 MB
2. Understanding the MNIST data set.mp4	MP4	14.38 MB
3. ANN with MNIST - Part One - Data.mp4	MP4	97.88 MB
4. ANN with MNIST - Part Two - Creating the Network.mp4	MP4	52.54 MB
5. ANN with MNIST - Part Three - Training.mp4	MP4	78.16 MB
6. ANN with MNIST - Part Four - Evaluation.mp4	MP4	50.19 MB
7. Image Filters and Kernels.mp4	MP4	72.33 MB
8. Convolutional Layers.mp4	MP4	57.99 MB
9. Pooling Layers.mp4	MP4	27.64 MB

6. Medical Imaging - A short Introduction

1. Introduction.mp4	MP4	23.71 MB
2. X-RAY.mp4	MP4	15.59 MB
3. CT.mp4	MP4	27.12 MB
4. MRI.mp4	MP4	17.98 MB
5. PET.mp4	MP4	14.16 MB

7. Data Formats in Medical Imaging

1. Introduction.mp4	MP4	4.59 MB
2. DICOM.mp4	MP4	20.05 MB
3. DICOM-in-Python.mp4	MP4	89.01 MB
4. NIfTI.mp4	MP4	10 MB
5. NIfTI-in-Python.mp4	MP4	40.59 MB
6. Preprocessing.mp4	MP4	65.06 MB
7. Preprocessing-in-Python-Part-1.mp4	MP4	60.21 MB
8. Preprocessing-in-Python-Part-2.mp4	MP4	60.32 MB

8. Pneumonia-Classification

1. Introduction.mp4	MP4	55.37 MB
2. Preprocessing.mp4	MP4	86 MB
3. Train-01-Data-Loading.mp4	MP4	69.81 MB
4. Train-02-Model-Creation.mp4	MP4	82.82 MB
5. Train-03-Trainer.mp4	MP4	20.72 MB
6. Train-04-Evaluation.mp4	MP4	60.36 MB
7. Interpretability.mp4	MP4	122.13 MB

9. Cardiac-Detection

1. 01-Introduction.mp4	MP4	27.14 MB
2. 02-Preprocessing.mp4	MP4	66.85 MB
3. 03-Dataset-Part-1.mp4	MP4	57.35 MB
4. 04-Dataset-Part-2.mp4	MP4	32.34 MB
5. Train-01-Data-Loading.mp4	MP4	22.54 MB
6. Train-02-Model-Creation.mp4	MP4	95.7 MB
7. Train-03-Evaluation.mp4	MP4	42.57 MB

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Deep Learning with PyTorch for Medical Image Analysis

Torrent Contents Size: 3.64 GB

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