Practical AI

Roles to play in the AI dev workflow


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This full connected has it all: news, updates on AI/ML tooling, discussions about AI workflow, and learning resources. Chris and Daniel breakdown the various roles to be played in AI development including scoping out a solution, finding AI value, experimentation, and more technical engineering tasks. They also point out some good resources for exploring bias in your data/model and monitoring for fairness.


Sponsors:

  • DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog
  • The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com
  • FastlyOur bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com
  • RollbarWe move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog

Featuring:

  • Chris Benson – Website, GitHub, LinkedIn, X
  • Daniel Whitenack – Website, GitHub, X

Show Notes:

Streamlit:

  • Streamlit funding announcement
  • Previous Practical AI episode about Streamlit

GPU acceleration in Windows Subsystem for Linux

Fairness and bias:

  • Google’s explanation of bias in their ML crash course
  • IBM fairness 360
  • Google’s responsible AI practices
  • Driven Data’s Deon project
  • Previous Practical AI episode about bias in AI and hiring
  • US Department of Defense Ethical principles for AI

Chris’s personal, COVID-related blog post

Upcoming Events: 

  • Register for upcoming webinars here!
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Practical AIBy Practical AI LLC

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