Engineering Human Centered · Boston College
This course integrates mathematical foundations with engineering applications to provide an understanding of machine learning. Students will apply fundamental mathematical conceptssuch as probability, linear algebra, and optimizationto formulate and solve machine learning problems. Through hands-on MATLAB exercises, students will preprocess, explore, and analyze data, implement classification and regression models, and evaluate their performance using mathematical metrics. The course also explores the theoretical and practical aspects of deep learning, including backpropagation, convolutional
