Changho Suh – Books

Convex Optimization for Machine Learning

Now Publishers, 2022
Tailored to applications in machine learning and deep learning; includes programming implementation of various algorithms; based on Python, CVXPY and TensorFlow, and provides a brief tutorial on these tools; serves as a textbook for a senior-level undergraduate course as well as for a first-year graduate course; supported by the Google Education Grant

Springer, 2023
Establishes a link between communiation principles and data science, illustrating how foundational communication concepts are essential in data science applications like community detection, DNA sequencing, speech recognition, and machine learning; includes programming implementation of various algorithms; based on Python and TensorFlow, and provides a brief tutorial on these tools; serves as a textbook for junior and senior undergraduates.

Now Publishers, 2023
Tailored to recent topics in data science such as social networks, ranking, GANs and fair machine learning; includes programming implementation of various algorithms; based on Python and TensorFlow, and provides a brief tutorial on these tools; serves as a textbook for a senior-level undergraduate course, as well as for a first-year graduate course; supported by the Google Education Grant

Springer, 2024
Explores the role of probability principles in both classical and emerging IT applications, including communication, social networks, machine learning and speech recognition; explains probabilistic concepts through numerous examples, impactful applications and Python-based coding exercises; designed as a textbook for sophomore-level undergraduates, yet is also suitable for junior and senior undergraduate courses.

[1] KAIST AI Institute (C. Suh et al.), ‘‘AI, 세상을 만나다’’, 지식공감, Dec. 2022