Mitigating Geographic Bias of Image Classifiers with Multilingual Image Data Design Considerations for High Impact, Automated Echocardiogram Analysis Learning Word Ratings for Empathy and Distress from Document-Level User Responses Generating a Training Dataset for Land Cover Classification to Advance Global Development Detecting Roads from Satellite Imagery in the Developing World Deep Transfer Learning for Land Cover Classification on Open Multispectral Satellite Imagery