Tecton

A Point in Time: Mutable Data in Online Inference

apply(conf) - Apr '21 - 10 minutes

Most business applications mutate relational data. Online inference is often done on this mutable data, so training data should reflect the state at the prediction's "point in time" for each object. There are a number of data architecture / domain modeling patterns which solve this issue, but they only work from implementation date onwards. In this talk we'll suggest how to use the "point in time" as a first-class citizen in your ML Platform, while still striving to maximize the use of your older messier data.
Orr Shilon

Machine Learning Engineering Team Lead

Lemonade

Orr is a ML Engineering Team Lead at Lemonade, currently developing a unified ML Platform. His team’s work aims to increase development velocity, improve accuracy, and promote visibility into machine learning at Lemonade. Previously, Orr worked at Twiggle on semantic search, at Varonis, and at Intel. He holds a B.Sc. in Computer Science and Psychology from Tel Aviv University. Orr also enjoys trail running and sometimes races competitively.

Request a Demo

Unfortunately, Tecton does not currently support these clouds. We’ll make sure to let you know when this changes!

However, we are currently looking to interview members of the machine learning community to learn more about current trends.

If you’d like to participate, please book a 30-min slot with us here and we’ll send you a $50 amazon gift card in appreciation for your time after the interview.

CTA link

or

CTA button

Request a free trial

Interested in trying Tecton? Leave us your information below and we’ll be in touch.​

Unfortunately, Tecton does not currently support these clouds. We’ll make sure to let you know when this changes!

However, we are currently looking to interview members of the machine learning community to learn more about current trends.

If you’d like to participate, please book a 30-min slot with us here and we’ll send you a $50 amazon gift card in appreciation for your time after the interview.

CTA link

or

CTA button

Contact Sales

Interested in trying Tecton? Leave us your information below and we’ll be in touch.​

Unfortunately, Tecton does not currently support these clouds. We’ll make sure to let you know when this changes!

However, we are currently looking to interview members of the machine learning community to learn more about current trends.

If you’d like to participate, please book a 30-min slot with us here and we’ll send you a $50 amazon gift card in appreciation for your time after the interview.

CTA link

or

CTA button