March 2023 Penn Data Science Boot Camp in collaboration with edX

Through the Penn Data Boot Camp, participants learn from skilled instructors and gain real-world experience by collaborating with peers on complex projects. Participants also have the opportunity to build a comprehensive portfolio along the way. Earners of this certificate: -Gained deep proficiencies with core Python, data analytic tools like NumPy, Pandas, Matplotlib, and specific libraries for interacting with web data like Requests and Beautiful Soup -Organized data into well-structured and easily retrievable data formats using PostgreSQL and MongoDB -Created new, interactive data visualizations to share on the web with core technologies of web development (HTML, CSS, and JavaScript) The curriculum covered the foundational skills for data science, including: Intermediate Excel -Pivot tables -VBA scripting Fundamental statistics -Modeling -Forecasting Python Programming -Python 3 -NumPy -SciPy -Pandas -Matplotlib -API interactions Databases -PostgreSQL/pgAdmin -MongoDB -Extract, Transform, Load (ETL) Front end web visualization -HTML -CSS -Bootstrap -Dashboarding -JavaScript charting -Geomapping with Leaflet.js Business intelligence software -Tableau Advanced topics -Data ethics -Big data analytics with Hadoop -Supervised machine learning -Unsupervised machine learning -Deep learning Browse the full curriculum: https://bootcamp.sas.upenn.edu/data/curriculum/