As you emerge from three days of PyData learning experiences, fortified by exposure to life-changing data science tools and inspiring stories, this interactive talk will allow you to reflect on personal data project architectures of data past, present, and yet to come. Adventurous? Look into the future and test your chops by going through a beginner-friendly, hands-on process in which you analyze your own data to inform how that might influence your objective data science practice.