Dec 8 2020
Luigi Patruno: ML in Production, Adding Business Value with Data Science, "Code 2.0"
Luigi is the director of data science at 2U, where he leads a team in developing ML models and infrastructure to predict student success outcomes. He's also the founder of ML in Production, a blog and newsletter that helps readers build, deploy, and run ML systems.Learn more about Luigi:https://mlinproduction.com/https://twitter.com/mlinproductionEvery Thursday I send out the most useful things I’ve learned, curated specifically for the busy machine learning engineer. Sign up here: http://bitly.com/mle-newsletterFollow Charlie on Twitter: https://twitter.com/CharlieYouAISubscribe to ML Engineered: https://mlengineered.com/listenComments? Questions? Submit them here: http://bit.ly/mle-surveyTake the Giving What We Can Pledge: https://www.givingwhatwecan.org/Timestamps:02:45 Luigi Patruno04:50 How can ML teams be more rigorous in their engineering practices?10:25 Best practices for monitoring and logging ML systems18:00 Adding business value with data science37:10 Most valuable types of tools for ML in production43:15 What an ideal data pipeline setup looks like47:50 Unbundling the "Data Scientist" role50:35 The future of building software: "Code 2.0"59:45 Most valuable skills for the future01:10:15 Learnings from writing his blog "ML in Production"01:15:00 Rapid fire questionsLinks:Luigi's interview on DatacastUltimate Guide to Deploying ML ModelsMaximizing Business Impact with Machine LearningTwo Types of Companies Using MLThe AI Hierarchy of NeedsJosh Tobin: Research at OpenAI, Full Stack Deep Learning, ML in ProductionMachine Learning is Forcing Software Development to EvolveML Street Talk #29: GPT-3, Prompt Engineering, Trading, AI Alignment, IntelligenceBuilding Machine Learning Powered ApplicationsHow to Change Your MindThe War of Art