Japjot Singh

Machine learning engineer at Spotify: catalog and personalization ML for long-form content, podcasts and audiobooks. Previously fraud and financial-crimes ML at Stripe, on the stack described in Shepherd. UC Berkeley (CS and data science; M.S. EECS), RAISE Lab.

GitHub, LinkedIn, Scholar, Substack.

Notes

Research

Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data

Hari Prasanna Das, Ryan Tran, Japjot Singh, Xiangyu Yue, Geoff Tison, Alberto Sangiovanni-Vincentelli, Costas J. Spanos

AAAI 2022 · paper

Conditional generation of synthetic training data for low-data regimes.

CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training

Hari Prasanna Das, Ryan Tran, Japjot Singh, Yu-Wen Lin, Costas J. Spanos

arXiv 2021 · paper

Cross-domain conditional generation with normalizing flows and adversarial training.

Generative Modeling for Healthcare Applications and Energy Demand Response with Normalizing Flows

Japjot Singh

Master's thesis, UC Berkeley, 2022 · thesis