Applied AI in Python
NOTE: This popular course will be offered both in Fall 2022 and Spring 2023.
This semester-long course will give students hands-on experience with artificial intelligence (AI) by applying machine learning models and libraries using the Python programming language. The course will explore the construction of algorithms which can learn from and make predictions on real-world data. Students will firstly recap on Python loops, lists and dictionaries and learn how to manage file input and output. They will then learn how to use the Pandas and Numpy libraries to analyze and interpret data. Students will then be introduced to the Tensorflow and Keras frameworks and build machine learning models to analyze images and text. Students will apply their knowledge to implement and refine machine learning models to a data set of their choice and understand the ethical implications. Finally, students will present their findings to an authentic audience. Emphasis will be placed on the project development life cycle and the importance of testing. Students will be expected to conduct independent research in addition to working collaboratively on projects.
Weekly Zoom sessions will be used for short presentations, Q&A and discussions. In person sessions will be used to present and discuss project progress with the rest of the class and meet with guest experts. At the end of the course, students will have a basic knowledge of machine learning models and libraries and how to use these tools effectively with real-world data.
Prerequisites: Introduction to Python Programming (B+ and above) or sufficient knowledge of Python.
About the Instructor
Tony Pound – Branson School
Tony has been teaching computer science at The Branson School since August 2016. He currently teaches classes in web design, Java, Arduino, Python and iOS mobile application development. He holds a Bachelor of Sciences degree in Psychology and Computing from the University of Plymouth and a Master of Arts in Education from the University of Bath. Tony previously worked for a leading cell phone company in England as a software developer and team leader from 1998 to 2005, prior to becoming a computer science teacher. He was chair of computer science at Priory Community School in North Somerset, England from 2006 to 2015. Tony lives in San Francisco with his wife and young son. He enjoys cycling, golf and snowboarding in his spare time.
Student Testimonials
While I found all the material fascinating— I have to compliment Mr. Pound. He was one of the most passionate and compassionate teachers I’ve ever had. He was always extremely understanding, always willing to help, and gave quick and useful feedback to any question I had. I really had a great experience because of him.
Senior at College Prep, Fall 2021I really, really enjoyed this class. Mr. Pound was an amazing teacher, always made time to meet with students, and was super knowledgeable about the course material. I also had a great time meeting and working with new friends from other schools.
Senior at UHS, Fall 2021I thought the topics we covered were really engaging. The guest speakers always provided new ideas and I found great pleasure listening because we got real world examples of people working with machine learning.
Senior at Athenian, Fall 2021