Karan Samel

Active Deep Learning to Tune Down the Noise in Labels

2018

The great success of supervised learning has initiated a paradigm shift from building a deterministic software system to a probabilistic artificial intelligent system throughout the industry. The historical records in enterprise domains can potentially bootstrap …

SST: Semantic and Structural Transformers for Hierarchy-aware Language Models in E-commerce

2023

Hierarchies are common structures used to organize data, such as e-commerce hierarchies associated with product data. With these product hierarchies, we aim to learn hierarchy-aware product text embeddings to improve fine-tuning performance on a variety …