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