Research Focus: Week of March 27, 2023

Welcome to Research Focus, a series of blog posts that highlights notable publications, events, code/datasets, new hires and other milestones from across the research community at Microsoft. In this article NEWS Bing’s gendered translations tackle bias in machine translation Machine translation (MT) models are designed to learn from large amounts of data collected from real-world sources. However, this training  

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AI Explainer: Foundation models ​and the next era of AI

We have had quite good text generation models for some time. You could actually prompt a model with asking it to describe an imaginary scene, and it will produce a very good description of what you have asked it to do. And then we started making a lot of progress on image generation, as well. With models like DALL-E 2 and Imagen and even models coming out from such startups like Midjourney and Stability AI, we have been getting to […]

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AI Frontiers: The Physics of AI with Sébastien Bubeck

Today I’m sitting down with Sébastien Bubeck, who leads the Machine Learning Foundations Group at Microsoft Research. In recent months, some of us at Microsoft had the extraordinary privilege of early access to GPT-4. We took the opportunity to dive deep into its remarkable reasoning, problem-solving, and the many other abilities that emerge from the massive scale of GPT-4. Sébastien and his team took this opportunity to probe the model in new ways to gain insight into the nature of […]

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Complete ChatGPT API Tutorial in Python

Introduction As anticipated, OpenAI has released the ChatGPT API for developers and enterprises, thus opening gates for native integration with third-party applications. In this article, we will do an in-depth ChatGPT API tutorial in Python. We will first understand the specifications of ChatGPT API endpoints, and then see a few examples of ChatGPT API in Python. ChatGPT API Endpoint The endpoint of ChatGPT API is as below – https://api.openai.com/v1/chat/completions Request Body Specification The request body of ChaGPT API consists of […]

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Research Focus: Week of March 6, 2023

Welcome to Research Focus, a series of blog posts that highlights notable publications, events, code/datasets, new hires and other milestones from across the research community at Microsoft. In this article NEW RESEARCH Hide and seek with Spectres Attack methods like Spectre exploit speculative execution, one of the key performance optimizations of modern CPUs. Microsoft researchers  

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Research Focus: Week of February 20, 2023

Welcome to Research Focus, a new series of blog posts that highlights notable publications, events, code/datasets, new hires and other milestones from across the research community at Microsoft. In this article NEW RESEARCH Self-supervised Multi-task pretrAining with contRol Transformers (SMART) Many real-world applications require sequential decision making, where an agent interacts with a stochastic environment to perform a task.  

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