This book covers mathematical foundations of data science, including high-dimensional analysis, SVD, PCA, regression, clustering, optimization, and deep learning, with advanced topics like matrix concentration and compressive sensing. arXivLabs is a collaborative platform promoting open development of arXiv features, emphasizing community, excellence, and user data privacy through ...