SESSION + Live Q&A

Applying AI/ML for Trusted Commerce Connections @Facebook Marketplace

Facebook Marketplace is aimed at making buying and selling seamless for people locally within their communities and open up economic opportunity through social commerce. Given that Trust is a key driver of consumer decisions in Commerce, it is important for Facebook to build trust amongst buyers and sellers and on the platform. This talk will explore how we apply Machine Learning techniques to detect and take down bad/policy violating content and behavior as well as promote good content/behavior to build a trustworthy online marketplace. You will get to hear examples of adversarial behavior such as Scam, Spam, Harassment etc and how we apply ML towards solving these problems to keep people safe.


Speaker

Liza Fireman

Engineering Manager @Facebook Marketplace Trust & Safety

Liza is an Engineering Manager of the Marketplace Integrity and Payment Risks teams. She has more than 20 years of engineering experience building backend, ML and user-facing products. Prior to Facebook, she spent 6 years in engineering management roles at Google, including leading the innovative...

Read more

Location

Windsor, 5th flr.

Track

Modern CS in the Real World

Topics

Silicon ValleyMachine LearningFinancial Applications

Video

Video is not available

Slides

Slides are not available

Share

From the same track

SESSION + Live Q&A Database Design

Infinite Parallel Universes: State at the Edge

Databases and other systems of state often rely on abstractions that break down at large physical scale. In this talk I'll describe the problems with some of these traditional assumptions, and suggest better approaches for effectively managing data in geographically large networks. With...

Peter Bourgon

Principal Engineer @fastly

SESSION + Live Q&A Serverless

Cloudstate—Towards Stateful Serverless

Serverless experience is revolutionary and will grow to dominate the future of Cloud. Function-as-a-Service (FaaS) however—with its ephemeral, stateless, and short-lived functions—is only the first step. FaaS is great for processing-intensive, parallelizable workloads, moving data...

Sean Walsh

Field CTO @Lightbend

SESSION + Live Q&A Debugging

Record, Replay, Rinse, & Repeat: Easily Rebuilding Programmatic State

Join this talk to learn about the various implementations of record and replay systems that can be used to debug software applications. The talk begins with a discussion of the current state of the art, from both academia and the real world. We then provide an overview of the pros and cons,...

Greg Law

Co-founder & CTO @undo_io

SESSION + Live Q&A Apache Kafka

Kafka: a Modern Distributed System

You may have heard that Apache Kafka plays a central role in modern event-driven architectures. It lies at the heart of successful microservices implementations -- its loyal following is well versed in Kafka's key APIs: the Producer and Consumer, Kafka Streams, and maybe even KSQL. But have...

Tim Berglund

Senior Director of Developer Experience @Confluent

SESSION + Live Q&A Interview Available

Coccinelle: 10 Years of Automated Evolution in the Linux Kernel

Over the last 10+ years, we have been developing the Coccinelle C-program matching and transformation tool. Coccinelle allows developers to match and transform C code via a generalization of the familiar patch syntax. As Coccinelle is independent of the C preprocessor, Coccinelle rules can be...

Julia Lawall

Senior Researcher @Inria

View full Schedule