DeepRacer: Educational Autonomous Racing Platform for Experimentation with Sim2Real Reinforcement Learning

no code implementations • 5 Nov 2019 • Bharathan Balaji, Sunil Mallya, Sahika Genc, Saurabh Gupta, Leo Dirac, Vineet Khare, Gourav Roy, Tao Sun, Yunzhe Tao, Brian Townsend, Eddie Calleja, Sunil Muralidhara, Dhanasekar Karuppasamy

DeepRacer is a platform for end-to-end experimentation with RL and can be used to systematically investigate the key challenges in developing intelligent control systems.

reinforcement-learning Reinforcement Learning (RL)

FineText: Text Classification via Attention-based Language Model Fine-tuning

no code implementations • 25 Oct 2019 • Yunzhe Tao, Saurabh Gupta, Satyapriya Krishna, Xiong Zhou, Orchid Majumder, Vineet Khare

Training deep neural networks from scratch on natural language processing (NLP) tasks requires significant amount of manually labeled text corpus and substantial time to converge, which usually cannot be satisfied by the customers.

Benchmarking General Classification +4