tech in different pathways - mit esp
TRANSCRIPT
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Tech in Different Pathways
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Agenda1. Augmented Reality (AR)/Virtual Reality (VR)2. Health Informatics 3. Software Engineering4. Data Science5. Data Engineering6. Inclusive & Participatory Design7. Case studies: using tech for social good
1. What?2. Why?3. Career Paths
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Who are we?
Yiran BowmanHarvard Graduate School of EducationTechnology, Innovation, and Education
Rachel GongHarvard Graduate School of
Arts and Science,Computational Science
& Engineering
Dawn ChenPhD Student in Systems Biologyex-Software Engineer@Google
Selina WuHarvard Graduate School of
Arts and Science,Data Science
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Video clip
https://www.youtube.com/watch?v=nPcb05I0anY
00:42 - 1:44
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What is...AR/VR?
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What can AR/VR do
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AR - GPS on windshield
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AR - Medical training
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AR/VR - Meeting/Collaboration
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AR - Learning/Project/Debugging
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AR - Learning/Project/Debugging
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AR - Learning/Project/Debugging
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Transfer/Present Information● Benefits: Acquiring information more effectively● Text - Drawing - Painting - Picture - Video - AR/VR
Virtual Presence● People want to be here and be there. ● Realtime Audio (phone call) - Realtime Video + Audio (Video call) - VR/AR● Benefits: Collaborating and communicating more effectively
Why AR/VR can do these?
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What it takes to produce AR/VR applications?
Programer
User Researcher
Graphic Designer
Product Manager
Hardware
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How can I be part of this cool tech?
● Programmer - Computer Science● Graphic Designer - Graphic Design● User Researcher - Psychology● Product Manager - Information System/Computer Science/Business etc● Hardware - Mechanical Engineering etc
Or
Any Major!
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Create your own AR/VR
No coding AR
https://sparkar.facebook.com/ar-studio/
https://www.adobe.com/products/aero.html
Development Platformhttps://unity3d.com/
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Health Informatics By Ning Hua
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About me
>> Yining HuaHarvard Medical SchoolMassachusetts General Hospital
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Topicsa. Biostatistics
b. Bioinformatics
c. Biomedical informatics
d. Computational pathology
e. Computational Medicine
...
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Health informatics
What is health informatics ?
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Health informatics
“... the integration of healthcare sciences, computer science, information science, and cognitive science to assist in the management of healthcare information”.
- Saba & McCormick, 2015, p. 232
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Health informatics-
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Biostatistics
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Bioinformatics
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Biomedical informatics
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Computational pathology
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Software Engineering By Rachel
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Data StructuresAlgorithms
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Software Development Lifecycle
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Data ScienceBy Selina Wu
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What is data science?
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Why data science?
Influence: help companies make quicker and better decisions
Demand & Job: grown over 650% since 2012 (LinkedIn’s Emerging Jobs report) creating 11.5M jobs by 2026 (U.S. Bureau of Labor Statistics)
Fun:The only limitation is your imagination!
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The data science process
Set Goal
Ask an interesting question
What do you want to predict?
E.g. How many people take blue bike in a given weekday?
Acquire
Get the Data
How were data sampled?
Are there privacy issues?
Explore
What’s in data - plot it
Are there any anomalies? Are there any patterns?
E.g. In average people use blue bike for 8 h/day. Is that reasonable?
Build
Model the Data
Select, build, fit, validate the model
Deliver
Communicate the Insights
Does the result make sense?
What we learn?
Which decision/action we take?
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Career Path
Set Goal
Acquire
Explore
Build
Deliver
Data Analyst ✩ ✩✩ (SQL)
✩✩✩ ✩ ✩✩✩
Data Scientist ✩✩✩ ✩ ✩ ✩✩✩ (Python, R)
✩✩
Consulting ✩✩ ✩✩✩ ✩ ✩ ✩✩✩
Quant Trading ✩ ✩✩ ✩✩✩ ✩✩✩ ✩
Note: the above list is my own opinion. They are not views of any organization.
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Data Engineering By Rachel
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The six Vs of big data
How this can be achieved?
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Data engineers design, build and install the data systems. These
systems fuel machine learning and AI analytics
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Data Warehouse
Data Lake
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Career Paths
Data Engineer
Database Administrator
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Inclusive & Participatory Design in Machine Learning (ML)By Rachel
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“Don’t let the perfect be the enemy of the good.”
- Chelsea Barabas, “Beyond Bias: Re-imagining the Terms of "Ethical AI" in Criminal Law”
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Case studies: using tech for social goodDawn Chen
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Resources to find emerging ideas
● ProductHunt: “Kickstarter” for new apps and products● EdSurge: Reports on new startups in education● EndpointsNews: News in BioPharma● Google AI for Social Good: List of social impact ideas. Here is their
report.
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Google Live Transcribe● Use AI to convert
speech to text in real-time
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Khushi Baby
● The problem: How to store digital health records for babies in rural India?○ Parents can’t remember what vaccines their children have already received
● Solution: Store the records in a necklace/bracelet that the babies will wear. ● Health workers can read the records using NFC technology, don’t need
internet
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Vote America● Makes voting easier by
helping people register or request for absentee ballots
● Collecting and aggregating data for all states is HARD
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TraceTogether● Contact tracing for
COVID19 in Singapore● Tracks the people you’ve
been in close contact with using phone bluetooth
○ Changed to a physical token due to low app download rate
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Thank you. Q&A
Rachel Gong, [email protected], Yining Hua, [email protected] Bowman, [email protected], Dawn Chen, [email protected] Wu, [email protected]
1. Augmented Reality (AR)/Virtual Reality (VR)2. Health Informatics 3. Software Engineering4. Data Science5. Data Engineering6. Inclusive & Participatory Design7. Case studies: using tech for social good