- Data Science Volunteering: Ways to Help - Dec 11, 2020.
No matter the field in which you hold some expertise, sharing your skills to benefit the lives of others or supporting non-profit organizations that try to make the world a better place is a noble and time-worthy personal pursuit. Many opportunities exist in data science to contribute to meaningful projects and crucial needs from your local community to a global scale.
Alteryx, Data Science, Social Good
- How Machine Learning Works for Social Good - Nov 21, 2020.
We often discuss applying data science and machine learning techniques in term so of how they help your organization or business goals. But, these algorithms aren't limited to only increasing the bottom line. Developing new applications that leverage the predictive power of AI to benefit society and those communities in need is an equally valuable endeavor for Data Scientists that will further expand the positive impact of machine learning to the world.
Advice, Chicago, Machine Learning, Social Good
- Goodhart’s Law for Data Science and what happens when a measure becomes a target? - Oct 14, 2020.
When developing analytics and algorithms to better understand a business target, unintended biases can sneak in that ensure desired outcomes are obtained. Guiding your work with multiple metrics in mind can help avoid such consequences of Goodhart's Law.
Advice, Chris Wiggins, Data Science, Ethics, Goodhart’s Law, Metrics, Social Good
- Free From Stanford: Ethical and Social Issues in Natural Language Processing - Jul 17, 2020.
Perhaps it's time to take a look at this relatively new offering from Stanford, Ethical and Social Issues in Natural Language Processing (CS384), an advanced seminar course covering ethical and social issues in NLP.
Bias, Ethics, NLP, Social Good
- 5 Ways to Apply Ethics to AI - Dec 19, 2019.
Here are six more lessons based on real life examples that I think we should all remember as people working in machine learning, whether you’re a researcher, engineer, or a decision-maker.
Algorithms, Bias, Ethics, Goodhart’s Law, Machine Learning, Social Good
- Artificial Friend or Virtual Foe - Dec 5, 2019.
Is AI making more good than harm?
AI, Machine Learning, Social Good, Sustainability
- How AI can help solve some of humanity’s greatest challenges – and why we might fail - Feb 12, 2019.
AI represents a step change in humanity’s ability to rise to its greatest challenges. We explore three areas in which AI can contribute to the UN’s Global Goals - and why we could fall short.
AI, Finance, Healthcare, Innovation, Social Good, United Nations
- Ethics + Data Science: opinion by DJ Patil, former US Chief Data Scientist - Sep 14, 2018.
How much has data changed our lives over the past decade? Former US Chief Data Scientist DJ Patil investigates.
Data Science, DJ Patil, Ethics, Social Good
- Should You Ever Volunteer Your Data Skills for Free? - Mar 6, 2018.
The question has probably come up of whether it’s ever okay to offer your data-related knowledge to people or organizations for free. Does taking that approach ever benefit you?
Career, Data Science, Social Good
- How Nonprofits Can Benefit from the Power of Data Science - Jan 3, 2018.
Nonprofits can use analytics to boost their fundraising efforts, measure and monitor the impact of their activities, build predictive models, optimize allocation of funds, and more
Big Data, Data Science, Social Good
- The new Enigma Public – the platform connecting people to data - Sep 11, 2017.
Public data has tremendous potential and different people can use it to solve variety of problems. Enigma relaunches Enigma Public — the platform connecting people to data.
Datasets, Government, Healthcare, Social Good
- Optimism about AI improving society is high, but drops with experience developing AI systems - Jul 21, 2017.
While about 60% of KDnuggets readers think AI and Automation will improve society, the optimism drops significantly among those with 4 or more years experience developing AI systems. Should we pay more attention to the experts?
AI, Automation, Poll, Social Good
- Hot or Not: Data Science Trends in 2015 - Dec 24, 2014.
CrowdFlower infographic predicts the hot trends for data science in 2015 and which trends will fade away.
CrowdFlower, Data Democratization, Data Science, Infographic, Predictions for 2015, Social Good, Trends
- DrivenData: Data Science Competitions for Social Good - Nov 4, 2014.
DrivenData plans to bring cutting-edge practices in data science and crowdsourcing to some of the world's biggest social challenges and the organizations taking them on.
Competition, Crowdsourcing, Data Science, DrivenData, Nonprofit, Social Good
- Data for Good: data-driven projects for social good - Jul 26, 2014.
Data for Good is an exciting new non-profit seeking to highlight the various data science projects and resources that can ultimately contribute to the social good.
Data Science, Government, Open Data, Social Good, Social Participation