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936 articles on AI & ML.

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AI & ML — A developer’s guide to prompt engineering and LLMs

A developer’s guide to prompt engineering and LLMs

Prompt engineering is the art of communicating with a generative AI model. In this article, we’ll cover how we approach prompt engineering at GitHub, and how you can use it to build your own LLM-based application.

AZAlbert Ziegler, John BerrymanAlbert Ziegler, John Berryman·July 17, 2023AI & ML
AI & ML — Building Boba AI

Building Boba AI

We are building an experimental AI co-pilot for product strategy and generative ideation called “Boba”. Along the way, we’ve learned some useful lessons on how to build these kinds of applications, which we’ve formulated in terms of patterns. These patterns allow an application to help the user interact more effectively with a Large-Language Model (LLM), orchestrating prompts to gain better result

FAFarooq Ali·June 29, 2023AI & ML
AI & ML — Using AI To Detect Sentiment In Audio Files — Smashing Magazine

Using AI To Detect Sentiment In Audio Files — Smashing Magazine

Dive into an article where you will build an app that evaluates audio files for positive and negative sentiments. The idea is that you will create an interface for uploading an audio file, then transcribe the contents into text before analyzing the text and assigning it a positive or negative score for how the tone is perceived.

JPJoas PambouJoas Pambou·June 22, 2023AI & ML
AI & ML — How to write better prompts for GitHub Copilot

How to write better prompts for GitHub Copilot

In this prompt guide for GitHub Copilot, two GitHub developer advocates, Rizel and Michelle, will share examples and best practices for communicating your desired results to the AI pair programmer.

RSRizel Scarlett, Michelle DukeRizel Scarlett, Michelle Duke·June 20, 2023AI & ML
AI & ML — Experimenting with Machine Learning to Target In-App Messaging

Experimenting with Machine Learning to Target In-App Messaging

At Spotify, we use messaging to communicate with our listeners all over the world. Our Messaging team powers and creates delightful foreground and background communications across the Spotify experience, experimenting with and tailoring the perfect journey for each user across our platform. Today we are able to send messages through WhatsApp, SMS, email, push notifications, contextual in-line form

EDEuan Dowers, Senior ML Engineer·June 1, 2023AI & ML
AI & ML — An example of LLM prompting for programming

An example of LLM prompting for programming

My account of an internal chat with Xu Hao, where he shows how he drives ChatGPT to produce useful self-tested code. His initial prompt primes the LLM with an implementation strategy (chain of thought prompting). His prompt also asks for an implementation plan rather than code (general knowledge prompting). Once he has the plan he uses it to refine the implementation and generate useful sections o

MFMartin Fowler·April 13, 2023AI & ML
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