Mandy Ocansey is a Machine Learning Engineer at CalBank PLC. Colleagues describe them as "I have observed Mandy’s remarkable abilities and qualities from a distance, and I am compelled to share my admiration for her outstanding professional attributes. Mandy is not only funny and intelligent but also deeply curious, with a genuine passion for data science and machine learning. Her data analysis skills and her ability to understand and explain complex concepts in these fields are impressive. I have witnessed her lead teams with effectiveness, demonstrating strong organizational skills and a natural ability to inspire others. One of Mandy’s qualities is her sense of responsibility towards her projects. She approaches each task with a high level of commitment and professionalism, consistently delivering results even under pressure. Her contributions to any team or organization would undoubtedly be invaluable, and I do not doubt that she will continue to thrive in her future endeavours. I hope to work with her on projects in future." and "Thanks to Mandy, I was able to see my Python skills improve by leaps and bounds. Mandy doesn't only guide you to the right answer, she makes sure that you understand the essence of the task by hand and also provides resources for you to practice at your convenience to further your understanding. Not only is she technically gifted, however, her friendly and fun nature makes learning a joy."