Beginner
Data Analytics and Pervasive Health
This course gives the basics of Data Analytics and Pervasive health applications. It is divided into 3 modules:
- Module I – Pervasive Technologies and e-Health
- Module II – Machine Learning and Data Drive Healthcare
- Module III – Dissemination and Exploitation of Pervasive Health Technologies
Curriculum
- 4 Sections
- 18 Lessons
- 10 Quizzes
- 0m Duration
Module I - Pervasive Technologies and e-Health
4 Lessons4 Quizzes
- 1.1 Pervasive Health: where does it come from? What’s next?
- Quiz 1.1
- 1.2 Challenges and Opportunities of Data-Informed Healthcare in Practice
- Quiz 1.2
- 1.3 An Integrated Approach to Ambient Assisted Living Recognition
- Quiz 1.3
- 1.4 Personal Health Systems
- Quiz 1.4
Module II - Machine Learning and Data Drive Healthcare
4 Lessons4 Quizzes
- 2.1 Machine Learning and Human Activity Recognition
- Quiz 2.1
- 2.2 Computational Behavior Analytics in Wearable and Mobile Computing
- Quiz 2.2
- 2.3 Machine Learning for Cognitive Load and Distracted Driving Detection
- Quiz 2.3
- 2.4 Predicting Clinical Outcomes in Critical Care using Machine Learning
- Quiz 2.4
Module III - Dissemination and Exploitation of Pervasive Health Technologies
2 Lessons2 Quizzes
- 3.1 Management of Healthcare Data with Clinical Studies
- Quiz 3.1
- 3.2 Introduction to Open Science and Open Data
- Quiz 3.2
Module IV - Recommeded videos
8 Lessons0 Quizzes
- Knowledge Science for trust in AI-based biomedical and clinical applications with Cátia Pesquita
- Activity recognition with a few twists: Experiences from SHL Challenges 2019 and 2020 with Mitja Luštrek
- DataPark: Reflections from a Longitudinal Deployment of a Digital Platform for PD Monitoring with Diogo Branco
- Wearable Computing and its Machine-Learning Applications with Hristijan Gjoreski
- Predicting deterioration of critically ill patients with Venet Osmani
- IMU-Based Trajectory Image Classification for Human Activity Recognition with Orhan Konak
- WildKey: A Privacy-Aware Keyboard Toolkit for In-The-Wild Data Collection with André Rodrigues
- XPrize Pandemic Response Challenge with Nina Reščič