Mobile Learning has a potential to improve efficiency in the education sector and expand educational opportunities to underserved remote area in higher learning institutions. However there are multi challenges in different altitude faced when introducing and implementing m-learning. Despite the evolution of technology changes in education, unfocused issues are security management even though statistically proven; threats are increasing each day on mobile application and ensemble devices. In order to provide a secure guideline for m-learning platform, an ensemble based security framework for mobile learning is proposed and improved. One of the major benefits in the framework is it integrates the security with dependability to provide trustworthiness in learner and providers perspective.