Conference: Nov 5-7, 2018
Workshops: Nov 8–9, 2018
Presentation: ML for Question and Answer Understanding @Quora
Share this on:
Abstract
Quora's mission is to share and grow the world’s knowledge. On Quora, people ask questions on a wide range of topics and Quora surfaces those questions to people with relevant credentials and experiences so they can respond with an insightful, helpful answer. The more you use Quora—whether it’s to ask a question, answer one, or follow people or topics of interest—the better Quora gets. We’re constantly improving our ability to personalize an experience that’s filled with people, questions, and answers you’ve shown interest in. We achieve this via several machine learning and NLP systems.
In this talk, I will discuss these machine learning and NLP systems in depth. I will explore how we extract intelligence from questions on Quora, including how we do question-topic labeling, how we automatically correct questions with bad spelling and grammar, how we detect duplicate questions, how we learn to rank answers to questions and more. I will explain how the output of these systems supply an important input for the downstream machine learning applications that power Quora. Finally, I will highlight lessons I have learned from applying state-of-the-art machine learning techniques to consumer products at scale.
Similar Talks
.
Tracks
-
Architectures You've Always Wondered About
Architectural practices from the world's most well-known properties, featuring startups, massive scale, evolving architectures, and software tools used by nearly all of us.
-
Going Serverless
Learn about the state of Serverless & how to successfully leverage it! Lessons learned in the track hit on security, scalability, IoT, and offer warnings to watch out for.
-
Microservices: Patterns and Practices
Stories of success and failure building modern Microservices, including event sourcing, reactive, decomposition, & more.
-
DevOps: You Build It, You Run It
Pushing DevOps beyond adoption into cultural change. Hear about designing resilience, managing alerting, CI/CD lessons, & security. Features lessons from open source, Linkedin, Netflix, Financial Times, & more.
-
The Art of Chaos Engineering
Failure is going to happen - Are you ready? Chaos engineering is an emerging discipline - What is the state of the art?
-
The Whole Engineer
Success as an engineer is more than writing code. Hear inward looking thoughts on inclusion, attitude, leadership, remote working, and not becoming the brilliant jerk.
-
Evolving Java
Java continues to evolve & change. Track covers Spring 5, async, Kotlin, serverless, the 6-month cadence plans, & AI/ML use cases.
-
Security: Attacking and Defending
Offense and defensive security evolution that application developers should know about including SGX Enclaves, effects of AI, software exploitation techniques, & crowd defense
-
The Practice & Frontiers of AI
Learn about machine learning in practice and on the horizon. Learn about ML at Quora, Uber's Michelangelo, ML workflow with Netflix Meson and topics on Bots, Conversational interfaces, automation, and deployment practices in the space.
-
21st Century Languages
Compile to Native, Microservices, Machine learning... tailor-made languages solving modern challenges, featuring use cases around Go, Rust, C#, and Elm.
-
Modern CS in the Real World
Applied trends in Computer Science that are likely to affect Software Engineers today. Topics include category theory, crypto, CRDT's, logic-based automated reasoning, and more.
-
Stream Processing In The Modern Age
Compelling applications of stream processing using Flink, Beam, Spark, Strymon & recent advances in the field, including Custom Windowing, Stateful Streaming, SQL over Streams.
-
Performance Mythbusting
Real world, applied performance proofs across stacks. Hear performance consideratiosn for .NET, Python, & Java. Learn performance use cases with OpenJ9, Instagram, and Netflix.
-
Tools and Culture: What's Beyond a Stack of Containers?
Containers are not just a techology. It's a platform. Push your knowledge.
-
Web as Platform
All things Browser, from JavaScript Frameworks for animation and AR / VR to Web Assembly and from protocol work to open standards evolution.
-
Beyond Being an Individual Contributor
Beyond being an individual contributor. Building and Evolving managers and tech leadership.
-
Building Great Engineering Cultures
Why engineering culture matters. Track features org scaling, memes as a culture tool, Ally skills, and panels on diversity / inclusion.
-
Hardware Frontiers: Changes Affecting Software Developers Today
Topics around: Quantum computing, NVM, SMR, GPU, custom hardware, self-driving cars, and mobile hardware.