Can learning styles be changed? Fleming's model of learning suggests 3 types of learners :


Visual: Learns by visually taking screenshots of data or by remembering pictures/scenes etc.
Auditory: Learns by hearing; can be by hearing oneself speak
Kinesthetic/Tactile: Learns by doing physically, experimenting or trying to convert a passive learning experience into a physically active/involved one.


I find myself to be a Tactile learner. I learn by doing, creating experiments. I struggle with imagery and audio for learning. Is there any way I can train myself to change my preferred learning type?
Pashler et al

It is worth reading the critical review of learning styles by Pashler et al. To quote some of the summary:


  Our review of the literature disclosed ample evidence that children
  and adults will, if asked, express preferences about how they prefer
  information to be presented to them. There is also plentiful evidence
  arguing that people differ in the degree to which they have some
  fairly specific aptitudes for different kinds of thinking and for
  processing different types of information. 


However, they reviewed experimental evidence comparing the learning outcomes of students that either were or were not assigned to educational interventions based on their learning style, and found almost no evidence of differences.


  which was judged to be a precondition for validating the educational
  applications of learning styles. Although the literature on learning
  styles is enormous, very few studies have even used an experimental
  methodology capable of testing the validity of learning styles applied
  to education. Moreover, of those that did use an appropriate method,
  several found results that flatly contradict the popular meshing
  hypothesis.
  
  We conclude therefore, that at present, there is no adequate
  evidence base to justify incorporating learning-styles assessments
  into general educational practice. Thus, limited education resources
  would better be devoted to adopting other educational practices that
  have a strong evidence base, of which there are an increasing number.
  However, given the lack of methodologically sound studies of learning
  styles, it would be an error to conclude that all possible versions of
  learning styles have been tested and found wanting; many have simply
  not been tested at all.


References:


Pashler, H., McDaniel, M., Rohrer, D., Bjork, R. (2009). Learning Styles
Concepts and Evidence. Psychological Science in the Public Interest, 9, 105. ARTICLE.