Educational Materials

I keep here a collection of educational materials and “blog posts” that I keep, mostly to help students I teach and mentor to solidify their understanding of various topics in statistics, machine learning, signal processing (and thus linear algebra and calculus), and software engineering.

Blogs

A grab bag of posts demonstrating various concepts in machine learning, signal processing, and software engineering on fun datasets.

Use ICA to isolate the instruments in a 100 Gecs song.

Use ICA to isolate the instruments in a 100 Gecs song.

Predict hand pose from EMG signals using ML

Predict hand pose from EMG signals using ML

Deep Learning

These tutorials demonstrate a variety of deep learning techniques for training neural networks, using the PyTorch framework.

Accuracy, precision, and recall

Accuracy, precision, and recall

Compute Accuracy, Precision, and Recall for a multi-class classification problem

Compute Accuracy, Precision, and Recall for a multi-class classification problem

Compute Accuracy, Precision, Recall, and F1 on the Wine dataset

Compute Accuracy, Precision, Recall, and F1 on the Wine dataset