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[ CourseWikia.com ] Hands-on Data Science And AI For Healthcare
TORRENT SUMMARY
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Healthcare is chock-full of all kinds of data, which makes it one of the best fields to apply analytic data science techniques. Unfortunately, though, there are very few resources to learn about applying code-based approaches to healthcare-related use cases.
In this course, instructor Wuraola Oyewusi gives an overview of how to apply a wide variety of different data science and machine learning algorithms, drawing insights from specific examples of real-world data in healthcare. Explore scenarios, sample data sets, and decision-making processes in the context of disease prediction, sentiment analysis of patient opinion via online medication reviews, and radiology image detection using computer vision. By the end of this course, you’ll also be equipped with powerful exploratory data analysis skills to create visualizations using word clouds and Scattertext.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Using data science and AI for healthcare.mp4
3.1 MB
~Get Your Files Here !/01 - Introduction/01 - Using data science and AI for healthcare.srt
1.1 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
1.3 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
1.3 KB
~Get Your Files Here !/01 - Introduction/03 - How the exercise files work.mp4
2.2 MB
~Get Your Files Here !/01 - Introduction/03 - How the exercise files work.srt
1.5 KB
~Get Your Files Here !/02 - 1. Disease Prediction Using Machine Learning/01 - Use Case Diabetes prediction.mp4
7.2 MB
~Get Your Files Here !/02 - 1. Disease Prediction Using Machine Learning/01 - Use Case Diabetes prediction.srt
3.9 KB
~Get Your Files Here !/02 - 1. Disease Prediction Using Machine Learning/02 - Diabetes prediction using machine learning model.mp4
20.3 MB
~Get Your Files Here !/02 - 1. Disease Prediction Using Machine Learning/02 - Diabetes prediction using machine learning model.srt
10.1 KB
~Get Your Files Here !/02 - 1. Disease Prediction Using Machine Learning/03 - Model explanation using SHAP.mp4
2.9 MB
~Get Your Files Here !/02 - 1. Disease Prediction Using Machine Learning/03 - Model explanation using SHAP.srt
1.8 KB
~Get Your Files Here !/03 - 2. Sentiment Analysis of Patient Opinion/01 - Use case Online medication review.mp4
5.6 MB
~Get Your Files Here !/03 - 2. Sentiment Analysis of Patient Opinion/01 - Use case Online medication review.srt
3.6 KB
~Get Your Files Here !/03 - 2. Sentiment Analysis of Patient Opinion/02 - Sentiment analysis using pre-trained transformer models.mp4
12.9 MB
~Get Your Files Here !/03 - 2. Sentiment Analysis of Patient Opinion/02 - Sentiment analysis using pre-trained transformer models.srt
4.5 KB
~Get Your Files Here !/04 - 3. Radiology Image Detection Using Computer Vision/01 - Use case Shoulder implant X-ray manufacturer detection.mp4
5.5 MB
~Get Your Files Here !/04 - 3. Radiology Image Detection Using Computer Vision/01 - Use case Shoulder implant X-ray manufacturer detection.srt
1.9 KB
~Get Your Files Here !/04 - 3. Radiology Image Detection Using Computer Vision/02 - X-ray manufacturer classification using convolutional neural networks (CNN).mp4
17.4 MB
~Get Your Files Here !/04 - 3. Radiology Image Detection Using Computer Vision/02 - X-ray manufacturer classification using convolutional neural networks (CNN).srt
7.3 KB
~Get Your Files Here !/04 - 3. Radiology Image Detection Using Computer Vision/03 - X-ray manufacturer classification using transfer learning.mp4
5.1 MB
~Get Your Files Here !/04 - 3. Radiology Image Detection Using Computer Vision/03 - X-ray manufacturer classification using transfer learning.srt
2.4 KB
~Get Your Files Here !/05 - 4. Exploratory Data Analysis Using Visualization/01 - Use case Diseases and medications text.mp4
5.6 MB
~Get Your Files Here !/05 - 4. Exploratory Data Analysis Using Visualization/01 - Use case Diseases and medications text.srt
2.7 KB
~Get Your Files Here !/05 - 4. Exploratory Data Analysis Using Visualization/02 - Diseases and medications text visualization using word clouds.mp4
7.4 MB
~Get Your Files Here !/05 - 4. Exploratory Data Analysis Using Visualization/02 - Diseases and medications text visualization using word clouds.srt
2.9 KB
~Get Your Files Here !/05 - 4. Exploratory Data Analysis Using Visualization/03 - Diseases and medications text visualization using Scattertext.mp4
5.7 MB
~Get Your Files Here !/05 - 4. Exploratory Data Analysis Using Visualization/03 - Diseases and medications text visualization using Scattertext.srt
2.5 KB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.mp4
1.7 MB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.srt
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