The program offers an intensive, pre-college experience on a university campus, providing industry insights and culminating in an impressive, college-ready digital portfolio project.
In the iD Tech Data Science Academy with Python & Machine Learning, teens ages 13-18 delve into the complexities of data science and neural networks. Students sharpen their coding skills through advanced Python concepts, including cryptography, and develop logic-based programs to solve complex puzzles and ciphers. The program focuses on building and training machine learning models using tools like Google's Teachable Machine, allowing students to explore how AI learns in a visual way. Participants utilize custom datasets to create image classification models, such as a sign language translator or emotion detector. Guided by instructors, students uncover key machine learning concepts through hands-on projects and discussions on ethics, privacy, and responsible design. They explore data science fundamentals by visualizing data, identifying patterns, and applying algorithms with essential tools like TensorFlow and Pandas. The academy culminates in a data-driven final project where students collaborate to model predictions for real-world scenarios, such as building an all-star sports team on a limited budget. Students leave with an impressive portfolio project, a diploma, and a transcript.
A typical day balances assignment-driven workshops in a lab on an inspiring university campus with outdoor and recreational activities.
This program is best for teens interested in pursuing STEM fields in college or as a career, particularly those aspiring to be AI and machine learning programmers or data scientists.
Georgia Institute of Technology
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