Roles to play in the AI dev workflow
Roles to play in the AI dev workflow  
Podcast: Practical AI
Published On: Mon Jun 22 2020
Description: 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.Join the discussionChangelog++ members support our work, get closer to the metal, and make the ads disappear. Join today!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. Fastly – Our 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. Rollbar – We 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, XDaniel Whitenack – Website, GitHub, XShow Notes:Streamlit:Streamlit funding announcementPrevious Practical AI episode about StreamlitGPU acceleration in Windows Subsystem for LinuxFairness and bias:Google’s explanation of bias in their ML crash courseIBM fairness 360Google’s responsible AI practicesDriven Data’s Deon projectPrevious Practical AI episode about bias in AI and hiringUS Department of Defense Ethical principles for AIChris’s personal, COVID-related blog postSomething missing or broken? PRs welcome! ★ Support this podcast ★