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hi everyone my name is isabel pinzon i am a machine learning researcher at thinking machines data science and today ill be presenting our work on informal settlement detection using machine learning and time series satellite images with a particular application in the venezuelan migration crisis this project is a collaborative effort between taking machines the humanitarian organization imap colombia and the data analytics platform premise data since 2014 nearly 2 million venezuelans have fled to colombia to escape an economically devastated country during what is one of the largest humanitarian crises in latin americas recent history many of these migrants struggle to survive as they face extreme poverty poor living conditions unemployment food insecurity and health problems exacerbated further by the ongoing covet 19 pandemic with thousands emigrating each day non-government organizations and local government units face the challenge of having to quickly identify assess and monito