My research primarily explores the intersection between machine learning and data privacy. These two fields are inevitably related as the former aims at mining maximum insight from the data, while the later hopes to protect the sensitive information that can be inferred from them. My study of privacy-preserving machine learning spans across many regimes and techniques in both fields, and hopes to bridge the gap between the two.