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This story originally ran on CNBC.com

Melissa Bradley’s mission to help women and people of color build their businesses stems from the hardships she faced as a young entrepreneur.

The 52-year-old, co-founder of the mentorship tech platform Ureeka and a Georgetown University professor, started her first company shortly after she graduated from college 30 years ago. The business’s mission was to provide financial literacy services to parents.

Bradley says that when she went to a government agency for a loan, she was told she had three strikes against her: She was Black, she was a woman and the person said she didn’t know any successful Black women in finance.

Bradley, who recently participated in the Ewing Marion Kauffman Foundation and CNBC + Acorns Invest in You’s “Rebuilding Better: A Virtual Town Hall for America’s Small & New Business Owners,” still managed to get her company off the ground. “I bootstrapped,”

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Over the past several weeks, there has been an increasing clamour for Facebook to place its India public policy head, Ankhi Das, on leave as the company continues with an audit of its India operations.

The impetus for the audit was an article written by the Wall Street Journal in mid-August. In that piece, WSJ reported that Das had resisted against taking down inflammatory content that eventually sparked rioting in the capital city of Delhi as it was posted by members of the nationalist BJP party. 

The riots left over fifty dead, most of whom were Muslims. It also led to many of these Muslims’ homes being torched.

“The company’s top public-policy executive in the country, Ankhi Das, opposed applying the hate-speech rules to [T Raja] Singh and at least three other Hindu nationalist individuals and groups flagged internally for promoting or participating in violence,” WSJ reported.

These inflammatory posts

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  • Twitter said it is limiting its reliance on machine learning that helps it decide which part of a photo to crop on its platform.
  • Online users have reported racial bias on the social media firm’s image cropping tool, which automatically focuses on the part of a photo it thinks the viewer will find most interesting.
  • One Twitter user recently highlighted how the face of Senate Majority Leader Mitch McConnell, who is white, was routinely centered in automatic image crops, while that of former President Barack Obama was cut out.
  • Visit Business Insider’s homepage for more stories.

Twitter is making changes to its photo cropping function after an investigation into racial bias in the software, the company said on Thursday.

The announcement comes after users on the platform repeatedly showed that the tool — which uses machine learning to choose which part of an image to crop based on what

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Image: Brett Jordan

Twitter has pledged that it will continually test its algorithms for bias and give users more choice in how images appear on its platform.

“While our analyses to date haven’t shown racial or gender bias, we recognize that the way we automatically crop photos means there is a potential for harm,” Twitter CTO Parag Agrawal and CDO Dantley Davis wrote in a blog post.

“We should’ve done a better job of anticipating this possibility when we were first designing and building this product.

“We are currently conducting additional analysis to add further rigor to our testing, are committed to sharing our findings, and are exploring ways to open-source our analysis so that others can help keep us accountable.”

See also: What is bias in AI really, and why can’t AI neutralize it?

The pair added that Twitter would decrease its reliance on using machine learning for

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