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907 articles on AI & ML.

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AI & ML — Large-Scale Generation of ML Podcast Previews at Spotify with Google Dataflow

Large-Scale Generation of ML Podcast Previews at Spotify with Google Dataflow

As of March 8, 2023, Spotify has started serving short previews for music, podcasts, and audiobooks on the home feed. (You can see the announcement at Stream On , starting at 19:15.) This is a huge lift for in-app content discovery — a move away from making listening decisions based on static content, such as cover art, to using the audio content itself as a teaser. It has been an effort across ma

DCDiego Casabuena , Edgar Tanaka , Winstead Zhu (ML Engine·April 1, 2023AI & ML
AI & ML — The End of Front-End Development

The End of Front-End Development

Large language models like GPT-4 are becoming increasingly capable, at an alarming rate. Within a couple of years, we won't need developers any more! …Or at least, that's the narrative going viral on social media. I'm much more optimistic about what these AI advancements mean for the future of software development.

JWJosh W. Comeau·March 20, 2023AI & ML
AI & ML — No, AI did not break post-quantum cryptography

No, AI did not break post-quantum cryptography

The recent news reports of AI cracking post-quantum cryptography are greatly exaggerated. In this blog, we take a deep dive into the world of side-channel attacks and how AI has been used for more than a decade already to aid it

CCloudflare·March 16, 2023AI & ML
AI & ML — Announcing Cloudflare Fraud Detection

Announcing Cloudflare Fraud Detection

Cloudflare Fraud Detection uses machine learning models to better protect businesses from fake account signups, account takeover attacks, and carding attacks to ensure businesses can operate online safely

AMAdam MartinettiAdam Martinetti·March 15, 2023AI & ML
AI & ML — Unleashing ML Innovation at Spotify with Ray

Unleashing ML Innovation at Spotify with Ray

As the field of machine learning (ML) continues to evolve and its impact on society and various aspects of our lives grows, it is becoming increasingly important for practitioners and innovators to consider a broader range of perspectives when building ML models and applications. This desire is driving the need for a more flexible and scalable ML infrastructure.

SESpotify Engineering·February 1, 2023AI & ML
AI & ML — Deploy AI-driven apps on Vercel

Deploy AI-driven apps on Vercel

Deploying AI-driven apps on Vercel is easier than ever before. Here's some templates and tooling to jump-start your AI application.

VVercel·January 25, 2023AI & ML
AI & ML — Recommend API

Recommend API

Slack, as a product, presents many opportunities for recommendation, where we can make suggestions to simplify the user experience and make it more delightful. Each one seems like a terrific use case for machine learning, but it isn’t realistic for us to create a bespoke solution for each. Instead, we developed a unified framework we…

KNKatrina Ni·September 6, 2022AI & ML
AI & ML — Research: How GitHub Copilot helps improve developer productivity

Research: How GitHub Copilot helps improve developer productivity

We surveyed more than 2,000 developers about whether GitHub Copilot helped them be more productive and improved their coding. Then, we matched this qualitative feedback and subjective perception with quantitative data around objective usage measurements and productivity.

AZAlbert ZieglerAlbert Ziegler·July 14, 2022AI & ML
AI & ML — GitHub Copilot is generally available to all developers

GitHub Copilot is generally available to all developers

We’re making GitHub Copilot, an AI pair programmer that suggests code in your editor, generally available to all developers for $10 USD/month or $100 USD/year. It will also be free to use for verified students and maintainers of popular open source projects.

TDThomas DohmkeThomas Dohmke·June 21, 2022AI & ML
AI & ML — Applying federated learning to protect data on mobile devices

Applying federated learning to protect data on mobile devices

What the research is: Federated learning with differential privacy (FL-DP) is one of the latest privacy-enhancing technologies being evaluated at Meta as we constantly work to enhance user privacy and further safeguard users’ data in the products we design, build, and maintain. FL-DP enhances privacy in two important ways: It allows machine learning (ML) models […]

CWChris Wiltz·June 14, 2022AI & ML
AI & ML — A Data Scientist’s Guide To Measuring Product Success - Shopify

A Data Scientist’s Guide To Measuring Product Success - Shopify

If you’re a data scientist on a product team, much of your work involves getting a product ready for release. You may conduct exploratory data analyses to understand your product’s market, or build the data models and pipelines needed to power a new product feature, or design a machine learning model.

SEShopify Engineering·March 23, 2022AI & ML
AI & ML — Improving the WAF with Machine Learning

Improving the WAF with Machine Learning

Today we are excited to complement managed rulesets (such as OWASP and Cloudflare Managed) with a new tool aimed at identifying bypasses and malicious payloads without human involvement, and before they are exploited

CCloudflare·March 15, 2022AI & ML
AI & ML — Designing Uber - High Scalability -

Designing Uber - High Scalability -

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience. For instance, he created a platform for experimenting with different hypothe

HSHigh Scalability·January 25, 2022AI & ML
AI & ML — Freebie: Wayfinding Icon Sets (164 Icons, PNG, SVG, AI, EPS) — Smashing Magazine

Freebie: Wayfinding Icon Sets (164 Icons, PNG, SVG, AI, EPS) — Smashing Magazine

Every once in a while, we publish [freebies](https://www.smashingmagazine.com/category/freebies) related to different occasions and themes. We hope that with this icon set, everyone will be able to find their own use case for these icons in particular. Today, we present to you three icon sets designed by the creative folks at GraphicSurf — all free for personal and commercial use.

ATAnton TyschenkoAnton Tyschenko·January 18, 2022AI & ML
AI & ML — Designing Tinder - High Scalability -

Designing Tinder - High Scalability -

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience. For instance, he created a platform for experimenting with different hypothe

HSHigh Scalability·January 17, 2022AI & ML
AI & ML — Designing Instagram - High Scalability -

Designing Instagram - High Scalability -

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience. For instance, he created a platform for experimenting with different hypothe

HSHigh Scalability·January 11, 2022AI & ML
AI & ML — Designing WhatsApp - High Scalability -

Designing WhatsApp - High Scalability -

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience. For instance, he created a platform for experimenting with different hypothe

HSHigh Scalability·January 3, 2022AI & ML
AI & ML — Product Lessons from ML Home: Spotify’s One-Stop Shop for Machine Learning

Product Lessons from ML Home: Spotify’s One-Stop Shop for Machine Learning

Building platforms is a hard business. Building platforms for discerning machine learning (ML) practitioners with bespoke needs and a do-it-yourself ethos is even harder. In today’s post, we will give you a peek into how we built ML Home, the internal user interface for Spotify’s Machine Learning Platform, and the product lessons we learned along the way in our quest to entrench it in Spotify’s ML

MLMaisha Lopa, Sr. Product Manager·January 1, 2022AI & ML
AI & ML — Shopify’s Unique Data Science Hierarchy Of Needs - Shopify

Shopify’s Unique Data Science Hierarchy Of Needs - Shopify

You’ve probably seen the “Data Science Hierarchy of Needs” (pictured below) before. Inspired by Maslow, it shows the tooling you would use at different levels in data science—from logging and user-generated content at the bottom, to AI and deep learning at the very top. While hierarchies like this one can serve as helpful guides, at Shopify, we don’t think it always captures the whole picture. For

SEShopify Engineering·December 21, 2021AI & ML
AI & ML — File Scaffolding With Hygen

File Scaffolding With Hygen

I read a recent Smashing Magazine post that included a recommendation for Hygen. I just happen to be doing quite a bit of new UI work in a Next.js app and the

CCChris Coyier·December 13, 2021AI & ML
AI & ML — Designing Netflix - High Scalability -

Designing Netflix - High Scalability -

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience. For instance, he created a platform for experimenting with different hypothe

HSHigh Scalability·December 13, 2021AI & ML
AI & ML — Advent Calendars For Web Designers And Developers (December 2021 Edition) — Smashing Magazine

Advent Calendars For Web Designers And Developers (December 2021 Edition) — Smashing Magazine

Are you ready for the countdown to Christmas? From [festive](https://www.smashingmagazine.com/2016/12/freebie-christmas-advent-icon-set-25-icons-ai-eps-svg-png-pdf/) [icon](https://www.smashingmagazine.com/2015/12/freebie-christmas-icons-illustrations/) [sets](https://www.smashingmagazine.com/2014/11/freebie-christmas-icon-set-ai-psd-eps-pdf-svg-png/) to advent calendars that are bound to sweeten

ILIris LjesnjaninIris Ljesnjanin·December 2, 2021AI & ML
AI & ML — How Spotify Uses ML to Create the Future of Personalization

How Spotify Uses ML to Create the Future of Personalization

Machine learning is what drives personalization on Spotify. We may have a single platform with 381 million different users, but it may actually be more accurate to say there are 381 million individual versions of Spotify, each one filled with different Home pages, playlists, and recommendations. But with a library of over 70 million tracks to thumb through, how do our ML models actually go about m

SESpotify Engineering·December 1, 2021AI & ML
AI & ML — Developer Spotlight: Chris Coyier, CodePen

Developer Spotlight: Chris Coyier, CodePen

Due to the nature of CodePen — namely, hosting code and an incredibly popular embedding feature, allowing developers to share their CodePen “pens” around the world — any sort of optimization can have a massive impact on CodePen’s business.

KKristianKristian·November 17, 2021AI & ML