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[ FreeCourseWeb com ] Deep Learning Fundamentals for Healthcare
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01 - Introduction
01 - Getting started with deep learning for healthcare.mp4
01 - Getting started with deep learning for healthcare.srt
02 - What you should know.mp4
02 - What you should know.srt
02 - 1. Introduction to Deep Learning for Healthcare
01 - What is deep learning.mp4
01 - What is deep learning.srt
02 - Why deep learning excels in healthcare.mp4
02 - Why deep learning excels in healthcare.srt
03 - How deep learning works ?Anatomy of neural networks.mp4
03 - How deep learning works ?Anatomy of neural networks.srt
04 - Deep learning architectures.mp4
04 - Deep learning architectures.srt
05 - Deep learning algorithms.mp4
05 - Deep learning algorithms.srt
06 - Key concepts in training deep learning models.mp4
06 - Key concepts in training deep learning models.srt
07 - Deep learning frameworks and libraries.mp4
07 - Deep learning frameworks and libraries.srt
08 - Building and implementing neural networks TensorFlow.mp4
08 - Building and implementing neural networks TensorFlow.srt
09 - Building and implementing neural networks PyTorch.mp4
09 - Building and implementing neural networks PyTorch.srt
10 - Limitations and ethical considerations.mp4
10 - Limitations and ethical considerations.srt
03 - 2. Computer Vision for Healthcare
01 - Introduction to computer vision in healthcare.mp4
01 - Introduction to computer vision in healthcare.srt
02 - Understanding image data in healthcare.mp4
02 - Understanding image data in healthcare.srt
03 - Anatomy of medical images Exploring digital properties and structure.mp4
03 - Anatomy of medical images Exploring digital properties and structure.srt
04 - Preparing X-ray image datasets for computer vision tasks.mp4
04 - Preparing X-ray image datasets for computer vision tasks.srt
05 - Task overview Classifying normal vs. pneumonia X-rays.mp4
05 - Task overview Classifying normal vs. pneumonia X-rays.srt
06 - Classifying normal vs. pneumonia X-rays using convolutional neural networks (CNNs).mp4
06 - Classifying normal vs. pneumonia X-rays using convolutional neural networks (CNNs).srt
07 - Classifying normal vs. pneumonia X-rays using a pretrained architecture.mp4
07 - Classifying normal vs. pneumonia X-rays using a pretrained architecture.srt
08 - Classifying normal vs. pneumonia X-rays using zero-shot learning.mp4
08 - Classifying normal vs. pneumonia X-rays using zero-shot learning.srt
09 - Task overview Object detection in medical imaging.mp4
09 - Task overview Object detection in medical imaging.srt
10 - Zero-shot object detection in X-rays using CLIP-based models.mp4
10 - Zero-shot object detection in X-rays using CLIP-based models.srt
04 - Conclusion
01 - Next steps.mp4
01 - Next steps.srt
Bonus Resources.txt
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