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Eliminating AI Bias Through Inclusive Data Annotation with Andrea Brown

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Manage episode 443179551 series 3604986
Content provided by DataStax and Charna Parkey. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by DataStax and Charna Parkey or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://staging.podcastplayer.com/legal.

Learn how Andrea Brown, CEO of Reliabl, is revolutionizing AI by ensuring diverse communities are represented in data annotation. Discover how this approach not only reduces bias but also improves algorithmic performance. Andrea shares insights from her journey as an entrepreneur and AI researcher.

Episode timestamps

(02:22) Andrea's Career Journey and Experience with Open Source (Adobe, Macromedia, and Alteryx)

(11:59) Origins of Alteryx's AI and ML Capabilities / Challenges of Data Annotation and Bias in AI

(19:00) Data Transparency & Agency

(26:05) Ethical Data Practices

(31:00) Open Source Inclusion Algorithms

(38:20) Translating AI Governance Policies into Technical Controls

(39:00) Future Outlook for AI and ML

(42:34) Impact of Diversity Data and Inclusion in Open Source

Quotes

Andrea Brown

"If we get more of this with data transparency, if we're able to include more inputs from marginalized communities into open source data sets, into open source algorithms, then these smaller platforms that maybe can't pay for a custom algorithm can use an algorithm without having to sacrifice inclusion."

Charna Parkey

“I think if we lift every single platform up, then we'll advance all of the state of the art and I'm excited for that to happen."

Connect with Andrea
Connect with Charna

  continue reading

95 episodes

Artwork
iconShare
 
Manage episode 443179551 series 3604986
Content provided by DataStax and Charna Parkey. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by DataStax and Charna Parkey or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://staging.podcastplayer.com/legal.

Learn how Andrea Brown, CEO of Reliabl, is revolutionizing AI by ensuring diverse communities are represented in data annotation. Discover how this approach not only reduces bias but also improves algorithmic performance. Andrea shares insights from her journey as an entrepreneur and AI researcher.

Episode timestamps

(02:22) Andrea's Career Journey and Experience with Open Source (Adobe, Macromedia, and Alteryx)

(11:59) Origins of Alteryx's AI and ML Capabilities / Challenges of Data Annotation and Bias in AI

(19:00) Data Transparency & Agency

(26:05) Ethical Data Practices

(31:00) Open Source Inclusion Algorithms

(38:20) Translating AI Governance Policies into Technical Controls

(39:00) Future Outlook for AI and ML

(42:34) Impact of Diversity Data and Inclusion in Open Source

Quotes

Andrea Brown

"If we get more of this with data transparency, if we're able to include more inputs from marginalized communities into open source data sets, into open source algorithms, then these smaller platforms that maybe can't pay for a custom algorithm can use an algorithm without having to sacrifice inclusion."

Charna Parkey

“I think if we lift every single platform up, then we'll advance all of the state of the art and I'm excited for that to happen."

Connect with Andrea
Connect with Charna

  continue reading

95 episodes

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