Data Science Ethics - What Could Go Wrong and How to Avoid It

  Рет қаралды 4,388

freeCodeCamp Talks

freeCodeCamp Talks

Күн бұрын

Data science models are all around you.
They could impact your admission to a school, whether you get hired (or fired), your work schedule, whom you date, whether you get a loan, what ads are shown to you, what social media posts you see, and so on.
In this video, Kylie Ying talks to us about ethics in Data Science. She talks us through what exactly makes something 'ethical', and applies that to some great cases from Facebook, OKCupid and others. We will also cover ethics around data collection, data manipulation and ownership of the data around you, as well as ethics surrounding algorithms. Some topics discussed include informed consent, privacy, and FAT* (Fairness, Accountability, Transparency).
This content is adapted from OpenDS4All. OpenDS4All is a project created to accelerate the creation of data science curricula at academic institutions: github.com/odpi/OpenDS4All/tr...
Some resources for further discussion:
- www.quantamagazine.org/making...
- www.nature.com/articles/sdata...
Presenter: Kylie Ying
Thank you to ‪@KylieYYing‬ for creating this video for the freeCodeCamp Community!
Subscribe to ‪@KylieYYing‬ channel here: / ycubed

Пікірлер: 6
@Lightpaladinsoldier
@Lightpaladinsoldier 2 жыл бұрын
I've really been wanting a talk on data-science ethics, I feel like it doesn't get highlighted enough as it's such an important topic and as technology increasingly affects our lives and society, it should be something on all of minds.
@KylieYYing
@KylieYYing 2 жыл бұрын
Thanks for sharing! :)
@cryptombt5880
@cryptombt5880 Жыл бұрын
You’re so knowledgeable Kylie. I do love your videos. Keep up the great work
@aniakubow
@aniakubow 2 жыл бұрын
Loved this talk. Go Kylie!
@AnhTuPhucDerrickHoangCanada
@AnhTuPhucDerrickHoangCanada Жыл бұрын
It is the biggest cover up attempt to transfer and diffuse accountability: datascience is a magic 8ball.
@gypsypath1
@gypsypath1 2 жыл бұрын
Wait. Someone thinks there are ethics being used in data science? 🤣🤣🤣🤣🤣🤦‍♀️
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