Machine-Learning

33 posts

TL;DR Getting a response from GenAI is quick and straightforward. But what about the... The post Building Confidence: A Case Study in How to Create Confidence Scores for GenAI Applications appeared first on Spotify Engineering.

alexandrawei12/12/2024

Nautilus is our search engine for finding documents and other files in Dropbox. Here's how it created the foundation for us to build better search functionality to understand more nuanced queries.

Marta Mendez,Jongmin Baek 12/11/2024

How we improved Canva’s private design search while respecting the privacy of our community.

Ellese Cotterill11/25/2024

In this post we will describe how we use anomaly detection to watch for novel DDoS attacks. We’ll provide an overview of how we build models which flag unusual traffic and keep our customers safe.

Nick Wood10/23/2024

With the fields of machine learning (ML) and generative AI (GenAI) continuing to rapidly evolve and expand, it has become [...] The post How We Generated Millions of Content Annotations appeared first on Spotify Engineering.

alexandrawei10/21/2024

This year for Cloudflare’s birthday, we’ve extended our AI Assistant capabilities to help you build new WAF rules, added new AI bot & crawler traffic insights to Radar, and given customers new AI bot blocking capabilities

Adam Martinetti9/27/2024

In this post, we discuss the performance optimizations we've implemented for our WAF ML product. We'll guide you through specific code examples and benchmark numbers, and we'll share the impressive latency reduction numbers observed after the rollout

Alex Bocharov7/25/2024

To help preserve a safe Internet for content creators, we’ve just launched a brand new “easy button” to block all AI bots. It’s available for all customers, including those on our free tier

Alex Bocharov7/3/2024

Cloudflare's Bot Management team has released a new Machine Learning model for bot detection (v8), focusing on bots and abuse from residential proxies

Bob AminAzad6/24/2024

Building on prior prompt injection research, we recently discovered a new training data extraction vulnerability involving OpenAI’s chat completion models.

Mark Breitenbach,Adrian Wood 3/19/2024

We recently shared an introduction to Cloudflare’s approach to MLOps, which provides a holistic overview of model training and deployment processes at Cloudflare. In this post, we will dig deeper into monitoring, and how we continuously evaluate the models that power Bot Management

Daniel Means2/16/2024

Brand Protection's Logo Matching feature enables users to upload an image of the user’s logo or other brand image. The system scans URLs to discover matching logos and then presents the results for users to review

Alexandra Moraru2/15/2024

To help our team continue to innovate efficiently, our MLOps effort has collaborated with Cloudflare’s data scientists to implement the following best practices

Keith Adler http://blog.cloudflare.com/author/keith/12/7/2023

Spotify runs paid marketing campaigns across the globe on various digital ad platforms. Being efficient with our marketing budget is critical for maximizing the return on ad spend. The post How We Automated Content Marketing to Acquire Users at Scale appeared first on Spotify Engineering.

Spotify Engineering11/7/2023

Smart move uses machine learning to analyze a user?s existing subfolder structure and suggest folders where they might want to move their files. Here's how the feature was built.

Win Suen, Mingming Liu, and Ermo Wei10/31/2023

For the past decade, Spotify has used approximate nearest-neighbor search technology to power our personalization, recommendation, and search systems. The post Introducing Voyager: Spotify’s New Nearest-Neighbor Search Library appeared first on Spotify Engineering.

Spotify Engineering10/25/2023

What is “Exclude from your taste profile”? Are you a parent forced to put the Bluey theme song on repeat? Do you work from home and play lofi beats or ambient piano music? Do you fall asleep to peaceful ambient noises? Are you bummed out when these songs come up as your most listened to [...] The post Exclude from Your Taste Profile appeared first on Spotify Engineering.

Spotify Engineering10/20/2023

Need a recap or refresher on all the big Birthday Week news this week? This recap has you covered

Dina Kozlov http://blog.cloudflare.com/author/dina/10/2/2023