Artificial Intelligence
Building intelligent machines that complement human reasoning and extend what people can do.
Video
Task-Oriented Dialogue as Dataflow Synthesis [Video]
Talk by Semantic Machines at EMNLP 2020 on our TACL paper. Paper, blog post, dataset, and a longer version of this talk are at https://cm-edgetun.pages.dev/en-us/research/project/semantic-machines/.
Video
Task-Oriented Dialogue as Dataflow Synthesis: A Deeper Dive
Invited workshop talk by Semantic Machines about our TACL 2020 paper. Paper, blog post, dataset, and a shorter version of this talk are at https://cm-edgetun.pages.dev/en-us/research/project/semantic-machines/.
Publication
Deep Reinforcement and InfoMax Learning
Video
The opportunities with AI and machine learning
A notable discussion with two of the most prominent scientists in machine learning. Dr. Chris Bishop and Professor Yoshua Bengio will talk about what they are excited about in AI today as well as the…
Video
Foundations of causal inference and its impacts on machine learning webinar
Many key data science tasks are about decision-making. They require understanding the causes of an event and how to take action to improve future outcomes. Machine learning (ML) models rely on correlational patterns to predict…
Webinar
Foundations of causal inference and its impacts on machine learning webinar
In this webinar, join Microsoft researchers Amit Sharma and Emre Kıcıman to learn about the fundamentals of causal inference. You will learn how a target question of cause and effect can be captured in a…
Publication