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Learn about deep learning in healthcare with this comprehensive course, including fundamentals, practical applications, advanced techniques, and more.
Course details
Explore the exciting world of deep learning applications in healthcare through this in-depth course. Learn how to classify and detect abnormalities in X-ray images through convolutional neural networks (CNNs), fine-tuning pre-trained models, and leveraging zero-shot learning. Understand the basics of deep learning, including neural networks, model training, and hyperparameter tuning tailored specifically to healthcare. Engage in hands-on activities where you'll preprocess data, build models with Python, and utilize frameworks like TensorFlow and PyTorch. Develop practical skills in object detection and segmentation to diagnose and detect medical conditions effectively. Gain insights into ethical considerations and data limitations pertinent to applying AI in a medical context. By the end of this course, you will be equipped to apply deep learning techniques to real-world healthcare challenges, improving diagnostic accuracy and patient outcomes.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Getting started with deep learning for healthcare.mp4
3 MB
~Get Your Files Here !/01 - Introduction/01 - Getting started with deep learning for healthcare.srt
1.3 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
2 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
1.6 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/01 - What is deep learning.mp4
7.7 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/01 - What is deep learning.srt
5.2 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/02 - Why deep learning excels in healthcare.mp4
6.3 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/02 - Why deep learning excels in healthcare.srt
3.7 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/03 - How deep learning works Anatomy of neural networks.mp4
7.8 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/03 - How deep learning works Anatomy of neural networks.srt
6.4 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/04 - Deep learning architectures.mp4
9.6 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/04 - Deep learning architectures.srt
8.5 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/05 - Deep learning algorithms.mp4
14.2 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/05 - Deep learning algorithms.srt
15.6 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/06 - Key concepts in training deep learning models.mp4
5.8 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/06 - Key concepts in training deep learning models.srt
6.1 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/07 - Deep learning frameworks and libraries.mp4
5.9 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/07 - Deep learning frameworks and libraries.srt
6.3 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/08 - Building and implementing neural networks TensorFlow.mp4
17 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/08 - Building and implementing neural networks TensorFlow.srt
11.3 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/09 - Building and implementing neural networks PyTorch.mp4
14.7 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/09 - Building and implementing neural networks PyTorch.srt
8.8 KB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/10 - Limitations and ethical considerations.mp4
8.6 MB
~Get Your Files Here !/02 - 1. Introduction to Deep Learning for Healthcare/10 - Limitations and ethical considerations.srt
9.4 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/01 - Introduction to computer vision in healthcare.mp4
7.9 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/01 - Introduction to computer vision in healthcare.srt
7.6 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/02 - Understanding image data in healthcare.mp4
8.9 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/02 - Understanding image data in healthcare.srt
7.3 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/03 - Anatomy of medical images Exploring digital properties and structure.mp4
18.7 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/03 - Anatomy of medical images Exploring digital properties and structure.srt
11.9 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/04 - Preparing X-ray image datasets for computer vision tasks.mp4
34.4 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/04 - Preparing X-ray image datasets for computer vision tasks.srt
16.4 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/05 - Task overview Classifying normal vs. pneumonia X-rays.mp4
9.2 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/05 - Task overview Classifying normal vs. pneumonia X-rays.srt
7.6 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/06 - Classifying normal vs. pneumonia X-rays using convolutional neural networks (CNNs).mp4
35.7 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/06 - Classifying normal vs. pneumonia X-rays using convolutional neural networks (CNNs).srt
18.4 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/07 - Classifying normal vs. pneumonia X-rays using a pretrained architecture.mp4
23.5 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/07 - Classifying normal vs. pneumonia X-rays using a pretrained architecture.srt
13.1 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/08 - Classifying normal vs. pneumonia X-rays using zero-shot learning.mp4
19.2 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/08 - Classifying normal vs. pneumonia X-rays using zero-shot learning.srt
9.5 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/09 - Task overview Object detection in medical imaging.mp4
3.6 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/09 - Task overview Object detection in medical imaging.srt
3.5 KB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/10 - Zero-shot object detection in X-rays using CLIP-based models.mp4
23 MB
~Get Your Files Here !/03 - 2. Computer Vision for Healthcare/10 - Zero-shot object detection in X-rays using CLIP-based models.srt
10.8 KB
~Get Your Files Here !/04 - Conclusion/01 - Next steps.mp4
3.2 MB
~Get Your Files Here !/04 - Conclusion/01 - Next steps.srt
