PyTorch and Monai for AI Healthcare Imaging - Python Machine Learning Course

Learn how to use PyTorch, Monai, and Python for computer vision using machine learning. One practical use-case for artificial intelligence is healthcare imaging. In this course, you will improve your machine learning skills by creating an algorithm for automatic liver segmentation.

Learn how to use PyTorch, Monai, and Python for 3D liver segmentation. You will use machine learning and computer vision to find tumors in livers.

⭐️ Course Content ⭐️
(0:00:00) Introduction
(0:02:11) What is U-Net
(0:13:21) Software Installation
(0:22:35) Finding the Datasets
(0:35:11) Preparing the Data
(2:49:08) Installing the Packages
(3:03:56) Preprocessing
(3:50:14) Errors you May Face
(4:12:06) Dice Loss
(4:21:44) Weighted Cross Entropy
(4:33:09) The Training Part
(4:50:04) The Testing Part
(5:01:50) Using the GitHub Repository

💻 Code: https://github.com/amine0110/Liver-Segmentation-Using-Monai-and-PyTorch

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AI Healthcare Imaging with Python, PyTorch and Monai
1.40 GEEK