Real-time ML-based applications are on the rise but deploying them at scale for large datasets with low latency and high throughput is challenging. This talk discusses the important role of feature stores for machine learning in deploying these applications.
By exploring a number of use cases in production, we see how the choice of online data store and the feature store data architecture play important roles in determining its performance and cost. Throughout the presentation, Nava illustrates key points by connecting them to juggling and Dr. Seuss! Stay tuned :)
// Related links
KDnuggets article: https://www.kdnuggets.com/2022/03/feature-stores-realtime-ai-machine-learning.html
Feast with Redis Quickstart tutorial: https://redis.com/blog/feast-with-redis-tutorial-for-machine-learning/
Linkedin: https://il.linkedin.com/in/nava1
LerGO: www.lergo.org.il (focused on Hebrew, Arabic)
LinkedIn's Feathr on Azure with Redis Slack: feathrAI.slack.com
Slides: https://drive.google.com/file/d/1CXNBhgvGi16KPEuk2Nl5NsyQpgcXl99e/view?usp=sharing
Linkedin's Feathr on Azure with Redis: https://github.com/linkedin/feathr/blob/main/docs/quickstart.md
Feast with Redis quickstart: https://redis.com/blog/feast-with-redis-tutorial-for-machine-learning/
Feast on Azure with Redis: https://github.com/Azure/feast-azure
Building feature stores with Redis: https://redis.com/blog/building-feature-stores-with-redis-introduction-to-feast-with-redis
Feature stores for real-time AI and machine learning: https://www.kdnuggets.com/2022/03/feature-stores-realtime-ai-machine-learning.html
Feast feature store: https://feast.dev/blog/feast-benchmarks/
Tecton feature store: https://www.tecton.ai/blog/announcing-support-for-redis/
DoorDash feature store: https://doordash.engineering/2020/11/19/building-a-gigascale-ml-feature-store-with-redis/
Redis on Flash: https://redis.com/blog/redis-on-flash-now-3-7x-faster/
Ekata: Scaling Ekata's Identity Graph with Redis on Flash https://youtu.be/jFFMaZK3hXQ
AT&T: https://youtu.be/AXQt_oW9JEc
Block CashApp: https://www.youtube.com/watch?v=wOqBj1hst3M&t=3392s
iFood: Building a Real-time Feature Store with iFood: https://youtu.be/PsrYdjnCEvI
Better: Using Feast in a Ranking System: https://youtu.be/Vvfit9Slb8U
Uber: https://youtu.be/3Edcx1etACY
Wix: https://youtu.be/E8839ENL-WY
