This immersive two-week academy provides a rigorous, pre-college experience on the MIT campus, allowing teens to build a college-ready digital portfolio and gain industry insights from relatable Gen Z experts.
The iD Tech Data Science Academy with Python & Machine Learning at MIT is an intensive two-week overnight program for high school students aged 13-18. Participants will delve into the complexities of data science and neural networks, starting with advanced Python concepts and cryptographic puzzles to sharpen their coding skills. The curriculum focuses on building and training machine learning models using tools like Google's Teachable Machine, TensorFlow, and Keras. Students will explore industry-standard data science concepts through data visualization, identifying patterns, and applying algorithms. Projects may include creating image classification models, such as a sign language translator or emotion detector, and developing data-driven projects to model predictions for real-world scenarios. The program emphasizes hands-on learning, thoughtful discussions around ethics and privacy in AI, and culminates in a data-driven final project. Students will leave with a college-ready digital portfolio showcasing their work.
A typical day balances assignment-driven workshops in a lab on campus with outdoor and recreational activities. Mornings involve instruction and studio tours, with lunch in the campus dining hall.
This academy is ideal for teens aged 13-18 interested in pursuing STEM fields, particularly data science, machine learning, and AI, who want a rigorous, pre-college experience and to build an impressive portfolio project.
MIT Campus, Cambridge, MA 02139
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