Pre-training | Synced

by Synced 2018-11-26 0

FAIR Paper Questions Pre-Training’s Efficacy in CV

ImageNet Pre-training is common in a variety of CV (Computer Vision) tasks, as something of a consensus has emerged that pre-training can help a model learn transferrable information that can be useful for target tasks.

by Synced 2017-05-03 1

Research

Stochastic Neural Networks for Hierarchical Reinforcement Learning

Authors proposed a general framework for learning a span of skills in a pre-training environment, which can be used in downstream tasks by training a high-level policy on top of the skills.

by Synced 2017-03-21 0

Research

Learning Without a Large Dataset

Graham Taylor from the University of Guelph gave a talk at the University of Toronto, summarizing current techniques used to address the issue of insufficient labeled data.