Medical AI Products Managements

• Bratsis I. AI Product Manager's Handbook. Packt Publishing; 2024. 

• Halt GB, Donch JC, Stiles AR, VanLuvanee LJ, Theiss BR, Blue DL. FDA and intellectual property strategies for medical device technologies. New York, NY: Springer international publishing; 2019 Jan 24. pdf 

  • Topics: medical device classification and regulatory pathways, device application preparation and submission, FDA review, product launch and postmarketing requirements, IP for medical device technology, trademarks and trade secrets, copyrights in medical device technology, design protection for medical device, medical device labeling and marketing, company's IP and regulatory strategy

• Ogrodnik P. Medical device design: innovation from concept to market. Academic Press; 2019 Nov 8. pdf

  • Topics: medical devices classification, design process and product design specifics, design quality and realization, risk management and analysis, ISO 14971, product validation and verification, manufacturing supply chain, labeling and instructions for use, post market surveilliance, IP protection, regulatory approval to market

• Pandey A, Gupta P, Sehgal NK. Artificial Intelligence in Medical Software. Springer; 2026 Apr 30. pdf 

  • Topics: AI/ML-enabled medical devices, data management, performance metrics, model testing and validation, integration and deployment, security and privacy, medical device machine learning operation, regulatory requirements and risk management, AI-based health care applications, US FDA approval 

• Juuso I, Pöyhönen I. Medical-Grade Software Development: How to Build Medical-Device Products That Meet the Requirements of IEC 62304 and ISO 13485. CRC Press; 2023 Nov 13. 

• Papademetris X, Quraishi AN, Licholai GP. Introduction to Medical Software: Foundations for Digital Health, Devices, and Diagnostics (Cambridge Texts in Biomedical Engineering). Cambridge University Press; July 14, 2022.

Mathematical Optimization

• Applied Textbook: Boyd S, Vandenberghe L. Convex optimization[M]. Cambridge university press, 2004. 

• Fundamental Textbook: Nocedal J, Wright S J. Numerical optimization[M]. Springer, 1999.

• Courses/Video lectures: Convex optimization 

• Nesterov Y. Introductory lectures on convex optimization: A basic course[M]. Springer Science & Business Media, 2013.

• Textbooks by A. Nemirovski

• Rockafellar R T. Convex analysis[M]. Princeton university press, 2015.

• ESE 605: Modern Convex Optimization

• Lectures by A. Nemirovski

• TTIC 31070 1 (Winter 2018) Convex Optimization

• Introduction to Convex Optimization

• EE364a: Convex Optimization I (Video available)

• EE364b - Convex Optimization II (Video available)

• ECE236C - Optimization Methods for Large-Scale Systems

• Computer Science 294 Practical Machine Learning

• Machine Learning 10-725 Convex Optimization

• Topics in Convex Optimisation

• ORF523 Convex and Conic Optimization

• AM 221 : Advanced Optimization

• EE546, Special Topics: Convex Optimization Algorithms 

• Convex and Nonsmooth Optimization 

• ELEC5470/IEDA6100A - Convex Optimization

• CS675: Convex and Combinatorial Optimization

• Convex Optimization and Applications (ADM III)

• EE 150: Applications of Convex Optimization in Signal Processing and Communications

• EE 227C (Spring Convex Optimization and Approximation

Matrix Analysis and Computation

• Cookbook: Petersen K B, Pedersen M S. The matrix cookbook[J]. Technical University of Denmark, 2008, 7(15): 510.

• Theoretic Textbook: Horn R A, Horn R A, Johnson C R. Matrix analysis[M]. Cambridge university press, 1990.

• Computational Textbook: Golub G H, Van Loan C F. Matrix computations[M]. JHU Press, 2012.

• Courses/Video lectures: Matrix analysis 

• H. Lee. NTU - Linear algebra: 2023F 

• Bhatia R. Matrix analysis[M]. Springer Science & Business Media, 2013.

• Bodewig E. Matrix calculus[M]. Elsevier, 2014.

• Stewart G W, Sun J. Matrix perturbation theory[M]. Academic Press, Inc. 1990.

• TOPICS IN RANDOM MATRIX THEORY  @ SUNYSB

• ENGG 5781 Matrix Analysis and Computations @  CUHK

Undergraduate Topics in Computer Science. link 

• Introduction to Deep Learning

• Guide to Software Project Management

• Introduction to Medical Image Analysis

• Concise Computer Vision

• Principles of Digital Image Processing

• Introduction to Video and Image Processing

Texts in Computer Science. link 

• Computational Methods for Deep Learning

• Computational Intelligence

• Computer Vision

• Digital Image Processing

• Fundamentals of Image Data Mining

• Image Processing for Computer Graphics and Vision

Advances in Computer Vision and Pattern Recognition. link 

• Large Vision-Language Models

• Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics

• Guide to Medical Image Analysis

• Guide to 3D Vision Computation

• Optimization Techniques in Computer Vision

• Deep Learning and Convolutional Neural Networks for Medical Image Computing

• Natural User Interfaces in Medical Image Analysis

• Advanced Topics in Computer Vision

• Decision Forests for Computer Vision and Medical Image Analysis

Cambridge University Press - Higher Education Texts. link 

• Computer Vision

• Introduction to Medical Software

• Introduction to Machine Learning Illustrated Principles

• Introduction to Machine Learning from Math to Code

• Machine Learning with Python

• A Hands-On Introduction to Machine Learning

• The Science of Deep Learning

• Machine Learning

• Essentials of Pattern Recognition

• Machine Learning Refined

• Cambridge University Press - Core Texts. link 

Elsevier Biomedical Engineering. link 

• AI and Data Science in Precision Medicine, Predictive Analytics, and Medical Practice

• AI and Data Science in Medical Research

• Non-Stationary and Nonlinear Data Processing for Automated Computer-Aided Medical Diagnosis

• Smart Healthcare 2.0

• Deep Learning in Bioinformatics

• Medical Device Design

• Medical Devices in Modern Healthcare

• Artificial Intelligence-Based Smart Healthcare Systems

• Artificial Intelligence Innovations for Biomedical Engineering and Healthcare

• Explainable AI in Healthcare Imaging for Medical Diagnoses

• Federated Learning for Medical Imaging

• Trustworthy AI in Medical Imaging

• Intelligent Computing Techniques in Biomedical Imaging

• Artificial Intelligence and Image Processing in Medical Imaging

• Medical Image Analysis

• Medical Device Technologies

• Computational Intelligence and Its Applications in Healthcare

• Artificial Intelligence for Computational Modeling of the Heart

• Medical Device Design

• Biomedical Information Technology

• Advances in Multimodal Large Language Models for Healthcare

• AI and Personalized Medicine in Cardiometabolic Disease 

• Managing Medical Devices within a Regulatory Framework

• Pattern Recognition and Signal Analysis in Medical Imaging

• Biomedical Imaging

Elsevier Morgan Kaufmann. link 

• Advances in Multimodal Large Language Models for Healthcare

• Explainable AI for Transparent and Trustworthy Medical Decision Support

• AI Platforms as Global Governance for the Health Ecosystem

• Mastering DevOps

• Engineering Generative AI-Based Software

• Application Performance Management (APM) in the Digital Enterprise

• Applied Computing in Medicine and Health

• Emerging Trends in Image Processing, Computer Vision and Pattern Recognition

Academic Press. link 

• Lightweight Secure and Intelligent Approaches for Medical Devices

• Application of Python in the Healthcare Technology

• Leveraging AI and ML in Cardiovascular Diagnosis and Management

• AI and Global Health

• Computer Vision

• Self-Learning AI in Healthcare

• Human-Centred AI For Intelligent Healthcare

• AI and Personalized Medicine in Cardiometabolic Disease

• Digital Medical Twins for Personalized Healthcare

• Federated Intelligence in Medicine

• Sustainable Digital Medicine

• Agentic AI for Healthcare 5.0

MICCAI Book series. pdf 

• Trustworthy AI in Medical Imaging

• Deep Network Design for Medical Image Computing

Other book series

• Undergraduate Texts in Mathematics. link 

• Graduate Texts in Mathematics (GTM). link 

• Universitext. link 

• Springer Undergraduate Mathematics Series (SUMS). link 

• Texts in Computational Science and Engineering. link 

• Information Science and Statistics. link 

• Applied and Numerical Harmonic Analysis. link 

• Springer Texts in Statistics. link 

• Wiley. link  

• MIT Press. link 

• O'Reilly. link 

• Packt. link