Machine learning is a tool that has typically been performed on large volumes of data in one place. As more computing happens at the edge on mobile and low power devices, the learning is being federated which brings a new set of challenges. Daniel Beutel co-created the Flower framework to make federated learning more manageable. In this episode he shares his motivations for starting the project, how you can use it for your own work, and the unique challenges and benefits that this emerging model offers. This is a great exploration of the federated learning space and a framework that makes it more approachable.
AnnouncementsThe intro and outro music is from Requiem for a Fish The Freak Fandango Orchestra / CC BY-SA
Update Your Model's View Of The World In Real Time With Streaming Machine Learning Using River
Declarative Machine Learning For High Performance Deep Learning Models With Predibase
Build Better Machine Learning Models With Confidence By Adding Validation With Deepchecks
Build A Full Stack ML Powered App In An Afternoon With Baseten
Skip Straight To The Fun Part Of Your Project With PyScaffold
Add Configuration Best Practices To Your Application In An Afternoon With Dynaconf
Take A Tour Of The Hidden Language Of Hardware And How It Powers Your Code
Take Control Of Your Electrical Systems With The Open Source FlexMeasures Energy Management System
How And Why To Build Effective Teams As An Engineering Leader
Complete Your Hardware "Weekend Projects" In An Actual Weekend With Belay
Catching Up With Pyre, A Fast Type Checker For Python
Standardizing On Python For All Software Projects At Ascend.io
Exploring The Process And Practice Of Building Better Software Through Code Reviews
Ship With Confidence By Automating Quality Assurance
Remove Roadblocks And Let Your Developers Ship Faster With Self-Serve Infrastructure
The Benefits Of Python And Django For Going From Zero To MVP At Speed
Powering The Next Generation Of Application Architectures With Web Assembly And The Fermyon Platform
Gain A Deeper Understanding Of What Your Code Is Doing And Where It Spends Its Time With VizTracer
Stream Processing In Real Time And At Scale In Pure Python With Bytewax
Tetra: A Full Stack Web Framework That Doesn't Make You Write Everything Twice
Create your
podcast in
minutes
It is Free
Insight Story: Tech Trends Unpacked
Zero-Shot
Fast Forward by Tomorrow Unlocked: Tech past, tech future
The Unbelivable Truth - Series 1 - 26 including specials and pilot
Acquired