Artificial Intelligence
Building intelligent machines that complement human reasoning and extend what people can do.
Tool
SOLOIST
This repository showcases building task-oriented bot at scale with handful examples via fine-tuning a pretrained model using SOLOIST framework, and contains the dataset, source code and pre-trained model for the following paper: SOLOIST: Building Task…
Video
Computational Ecology & Environmentology in Microsoft Research Asia
In this talk, we will first introduce the MSRA fellowship program, then share the new progress of sustainability in Microsoft. There are several projects in MSRA from two aspects: industrial sustainability and transformational science.
Microsoft Research Blog
SOLOIST: Pairing transfer learning and machine teaching to advance task bots at scale
The increasing use of personal assistants and messaging applications has spurred interest in building task-oriented dialog systems (or task bots) that can communicate with users through natural language to accomplish a wide range of tasks,…
Video
Video tutorial demonstrating SOLOIST: building task bots at scale
In this video tutorial, researchers demonstrate how pretrain grounded text generated (GTG) model can be finetuned and adapted to a specific task using conversation learner, a pretraining, finetuning and machine teaching framework to build task…
Tool
ClipBERT
Official PyTorch code for ClipBERT, an efficient framework for end-to-end learning for image-text and video-text tasks. It takes raw videos/images + text as inputs, and outputs task predictions. ClipBERT is designed based on 2D CNNs…