This CCIS 2538 volume constitutes the proceedings of First and Second International Conference on Advancements in Machine Learning, ICCAML 2024, in Pune, India, during February 28–29, 2024. The 19 full papers are carefully reviewed and selected from 173 submissions. They were cartegorized under the topical sections as follows: i) Modernization in Machine Learning ii) Machine Learning for Data Analytics and iii) Machine Learning for automation