Back to Events
On Demand

The Life of a Feature - a Journey Through Space and Time

Enhancing ML accuracy by aligning time and features to avoid label leakage
Ron Tal
Ron Tal
ML and Data Infra Engineer at CloudTrucks
at
at
at

One of the most common mistakes when training and deploying a machine learning model is making sure that the feature values align properly with time. This leads to things such as label leakage, where the value of the feature changed based on the eventual outcome. In this talk, Ron will be taking the audience on a journey through space and time, drawing on his experience from Uber, Coinbase and CloudTrucks, to demonstrate how rethinking features as a result of discrete events, and a proper data infrastructure can lead to better models and more consistent real-time performance.

‍

Next Event

Register with SlackSlack
‍

One of the most common mistakes when training and deploying a machine learning model is making sure that the feature values align properly with time. This leads to things such as label leakage, where the value of the feature changed based on the eventual outcome. In this talk, Ron will be taking the audience on a journey through space and time, drawing on his experience from Uber, Coinbase and CloudTrucks, to demonstrate how rethinking features as a result of discrete events, and a proper data infrastructure can lead to better models and more consistent real-time performance.

‍

Learn more from top AI experts

Qwak webinar logo

Harness the power of Snowflake to build your ML applications

Building feature pipelines with your Snowflake data
On Demand
Harness the power of Snowflake to build your ML applicationsHarness the power of Snowflake to build your ML applicationsHarness the power of Snowflake to build your ML applications
Hudson Buzby
,
,
,
Qwak webinar logo

From Idea to Production: AI Infra for Scaling LLM Apps

Building LLM applications that smoothly scale in a fast-paced world
On Demand
From Idea to Production: AI Infra for Scaling LLM AppsFrom Idea to Production: AI Infra for Scaling LLM AppsFrom Idea to Production: AI Infra for Scaling LLM Apps
Guy Eshet
,
,
,
Qwak webinar logo

Building vs. Buying Your ML Platform

What to consider before building or buying an ML platform
On Demand
Building vs. Buying Your ML PlatformBuilding vs. Buying Your ML PlatformBuilding vs. Buying Your ML Platform
Ran Romano
,
,
,

JFrog ML helps companies deploy AI in production

“JFrog ML streamlines AI development from prototype to production, freeing us from infrastructure concerns and maximizing our focus on business value.”
Notion
“We ditched our in-house platform for JFrog ML. I wish we had found them sooner.”
Upside
“The JFrog ML platform enabled us to deploy a complex recommendations solution within a remarkably short timeframe. JFrog ML is an exceptionally responsive partner, continually refining their solution.”
Lightricks
See how our customers win with JFrog ML
right arrow