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# Smart Grid Ethan Version
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# Smart Grid Ethan Version
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<!--toc:start-->
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<!--toc:start-->
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- [Smart Grid Ethan Version](#smart-grid-ethan-version)
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- [Smart Grid Ethan Version](#smart-grid-ethan-version)
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- [Definition](#definition)
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- [Definition](#definition)
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- [Present state](#present-state)
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- [Present state](#present-state)
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- [Examples](#examples)
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- [Examples](#examples)
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- [Shell energy](#shell-energy)
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- [Shell energy](#shell-energy)
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- [TESLA](#tesla)
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- [TESLA](#tesla)
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<!--toc:end-->
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<!--toc:end-->
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## Definition
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## Definition
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# Data analytics: Feature engineering
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# Data analytics: Feature engineering
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<!--toc:start-->
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- [Data analytics: Feature engineering](#data-analytics-feature-engineering)
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- [Data analytics: Feature engineering](#data-analytics-feature-engineering)
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- [Definition](#definition)
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- [Definition](#definition)
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- [Sources of features](#sources-of-features)
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- [Sources of features](#sources-of-features)
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- [Shuffling](#shuffling)
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- [Shuffling](#shuffling)
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- [Hybrid](#hybrid)
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- [Hybrid](#hybrid)
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- [Dimensionality Reduction](#dimensionality-reduction)
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- [Dimensionality Reduction](#dimensionality-reduction)
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<!--toc:end-->
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## Definition
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## Definition
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# Smart healthcare
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<!--toc:start-->
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- [Smart healthcare](#smart-healthcare)
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- [Intro](#intro)
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- [Reasons](#reasons)
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- [Implementation](#implementation)
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<!--toc:end-->
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## Intro
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- History: ![history](./assets/5-smart-health-history.webp)
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- Patient centric
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- Precision medicine
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- Atrial digital twins
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## Reasons
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- Current problems:
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- Global Health Disparities
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- Unequal shortage of healthcare workers
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- Increasing rate of burnout in healthcare
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- Mental health
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- Sustainable Development Goal 3
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- What smart healthcare can help
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- Remote doctor consult
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- Reduce un-necessary hospital visits
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- Democratize healthcare access
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- Remote emergency
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- 5G powered emergency channel give doctor real time view
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- Real time access of vital signs like ECG, ultrasound image, and blood
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pressure
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- Access to medical history
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- Doctors guide paramedics in ambulance
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- Drug discovery
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- Cost saving and agility methods
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- All fancy words including (ML, DL, ANN)
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- Offset a shortage of specialists
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- AI can help in aiding diagnosis
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- Before smart hospitals
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- Data presented is overwhelming
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- hindering the ability of using it effectively
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- People trip and die in hospitals
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- Too much administration work
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- Shortage of qualified staff
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- Spending wasted in managing assets
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- Nurses waste time in searching for medical equipment
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- Benefits of smart hospitals
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- Save money on asset searching
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- Reminder
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- Home-based health monitoring reduces re-admission
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- Eliminate emergency
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- Warning of deterioration
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## Implementation
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- EMR: Electronic medical records
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- Diagnosis, Image Data, Unstructured text data, Medications, Procedures,
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Lab tests
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- Data is challenging to use: high dimensionality, sparse, noisy, irregular,
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biased
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- IoMT: lots of data, lots of money going in
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- Healthcare technology: Better quality of life, with less money required
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- ![stupid diagram](./assets/5-smart-health-benefit.webp)
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