This course covers deep learning (DL) methods, healthcare data and applications using DL methods. The courses include activities such as video lectures, self guided programming labs, homework assignments (both written and programming), and a large project.
Deep Learning for Healthcare 專項課程伊利诺伊大学香槟分校課程信息
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可靈活調整截止日期
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可分享的證書
完成後獲得證書
100% 在線
立即開始，按照自己的計劃學習。
第 2 門課程（共 3 門）
高級
We recommend a solid foundation in one of the fields adjacent to the topic of the course, such as Computer Science, Machine Learning, Medicine.
完成時間大約為22 小時
英語（English）
字幕：英語（English）
您將獲得的技能
- Graphs
- Unsupervised Learning
- Autoencoder
- Deep Learning
可靈活調整截止日期
根據您的日程表重置截止日期。
可分享的證書
完成後獲得證書
100% 在線
立即開始，按照自己的計劃學習。
第 2 門課程（共 3 門）
高級
We recommend a solid foundation in one of the fields adjacent to the topic of the course, such as Computer Science, Machine Learning, Medicine.
完成時間大約為22 小時
英語（English）
字幕：英語（English）
提供方
伊利诺伊大学香槟分校
The University of Illinois at Urbana-Champaign is a world leader in research, teaching and public engagement, distinguished by the breadth of its programs, broad academic excellence, and internationally renowned faculty and alumni. Illinois serves the world by creating knowledge, preparing students for lives of impact, and finding solutions to critical societal needs.
立即開始攻讀碩士學位
此 課程 與 伊利诺伊大学香槟分校 提供的 100% 在線 Master in Computer Science 相關。它將為您提供主題、材料和授課教師的預覽，以便您確定完整在線學位課程是否適合您。
授課大綱 - 您將從這門課程中學到什麼
完成時間為 6 小時
Week 1 - Embedding
An overview of the course and everything about Embedding.
完成時間為 6 小時
5 個視頻 （總計 52 分鐘）, 3 個閱讀材料, 2 個測驗
完成時間為 6 小時
Week 2 - Convolutional Neural Networks (CNN)
We discuss the importance of Convolution and Pooling, and then present relevant information about Convolutional Neural Networks.
完成時間為 6 小時
5 個視頻 （總計 52 分鐘）, 2 個閱讀材料, 2 個測驗
完成時間為 8 小時
Week 3 - Recurrent Neural Networks (RNN)
Recurrent Neural Network have important building blocks. We'll explain those and give examples for healthcare applications.
完成時間為 8 小時
5 個視頻 （總計 41 分鐘）, 2 個閱讀材料, 3 個測驗
完成時間為 2 小時
Week 4 - Autoencoders
Learn why Autoencoders are indispensible in Machine Learning. We'll also show you how this is applied in healthcare.
完成時間為 2 小時
4 個視頻 （總計 36 分鐘）, 2 個閱讀材料, 1 個測驗
關於 Deep Learning for Healthcare 專項課程
This specialization is intended for persons involved in machine learning who are interested in medical applications, or vice versa, medical professionals who are interested in the methods modern computer science has to offer to their field. We will cover health data analysis, different types of neural networks, as well as training and application of neural networks applied on real-world medical scenarios.
常見問題
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