The 2024 International Conference on Computing, Machine Learning and Data Science (CMLDS 2024) was held from April 12 to 14, 2024 in Singapore successfully. The participants have joined the conference and presented their papers. During the conference, notable speakers: Prof. Xie Ming, Prof. Angela Lee Siew Hoong, Prof. Yanan Sun, Prof. Andrew Keong Ng and Prof. Chuan-Ming Liu attended the conference and gave the speech to share their latest research.