Microsoft Research Blog

Research Blog

  1. Training deep control policies for the real world 

    March 17, 2020

    Humans subconsciously use perception-action loops to do just about everything, from walking down a crowded sidewalk to scoring a goal in a community soccer league. Perception-action loops—using sensory input to decide on appropriate action in a continuous real time loop —are at the heart of…

  2. Exploring the fundamentals of multi-armed bandits 

    February 27, 2020 | Alex Slivkins

    If you haven't ever been in a casino, you may have found yourself asking one very pertinent question: On which slot machine am I going to hit the jackpot? Standing in front of a bank of identical-looking machines, you have only instinct to go on.…

  3. Five ways your academic research skills transfer to industry 

    February 19, 2020 | Alaina Talboy

    Graduate students are often coached to pursue a career in higher education, yet the number of available tenure-track positions falls far short of the number of candidates looking to fill them. In reality, about 14 percent of graduates with advanced science, engineering, and health degrees…

  4. Project Petridish: Efficient forward neural architecture search 

    December 9, 2019 | Debadeepta Dey

    Having experience in deep learning doesn’t hurt when it comes to the often mysterious, time- and cost-consuming process of hunting down an appropriate neural architecture. But truth be told, no one really knows what works the best on a new dataset and task. Relying on…