UofU Data Science Courses

Advanced Algorithms - Fall 2016

Master sophisticated algorithmic techniques and data structures through comprehensive university-level lectures covering advanced computational problem-solving methods.

• YouTube
• 1 day 5 hours 55 minutes
• Self-Paced
• Free Video

Machine Learning - Fall 2016

Dive into comprehensive machine learning fundamentals through university-level lectures covering algorithms, theory, and practical applications from UofU Data Science.

• YouTube
• 1 day 1 hour 42 minutes
• Self-Paced
• Free Video

Database Systems - Spring 2016

Master fundamental database concepts, SQL querying, data modeling, and system design through comprehensive undergraduate-level lectures from University of Utah.

• YouTube
• 1 day 7 hours 38 minutes
• Self-Paced
• Free Video

Probabilistic Modeling - Spring 2016

Master statistical inference, Bayesian methods, and uncertainty quantification through comprehensive probabilistic modeling techniques for data science applications.

• YouTube
• 1 day 12 hours 7 minutes
• Self-Paced
• Free Video

Data Mining - Spring 2016

Explore fundamental data mining techniques, algorithms, and applications through comprehensive university lectures covering pattern recognition, machine learning, and data analysis methods.

• YouTube
• 1 day 6 hours 20 minutes
• Self-Paced
• Free Video

Machine Learning (Fall 2015)

Dive into comprehensive machine learning fundamentals through 28 structured lectures covering algorithms, theory, and practical applications from University of Utah.

• YouTube
• 1 day 11 hours 14 minutes
• Self-Paced
• Free Video

Advanced Algorithms - Fall 2015

Master sophisticated algorithmic techniques and computational complexity through comprehensive university-level lectures covering advanced data structures and optimization methods.

• YouTube
• 1 day 3 hours 59 minutes
• Self-Paced
• Free Video

Linear Algebra Review - Square Matrices - L10

Master square matrices, inverse operations, eigenvectors/eigenvalues, positive definite matrices, and orthogonality concepts essential for data analysis foundations.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Linear Algebra Review Part 1 - Vectors, Matrices, and Multiplication - Lecture 8

Master essential linear algebra concepts including vectors, matrices, addition, multiplication, and geometric interpretations for data analysis.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Linear Algebra Review - Norms and Linear Independence - Lecture 9

Master vector and matrix norms (2-norm, p-norm, Frobenius, spectral) plus linear independence concepts including span in this linear algebra review for data analysis foundations.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Foundations of Data Analysis - Linear Regression - Lecture 11

Master linear regression fundamentals: prediction functions, sum of squared errors, RMSE, and algorithms for 1-dimensional data analysis.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Utah CS 6966 Interpretability of LLMs - Course Review and Probing - Spring 2026

Explore interpretability techniques for large language models through comprehensive review and hands-on probing methods in this Utah CS graduate seminar.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Attribution Graphs - Edge Weights and Pruning

Explore edge weights and automatic extraction of sparse feature circuits in large language models through attribution graph analysis and pruning techniques.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Interpretability of LLMs - CLT to Attribution Graph - Spring 2026

Explore advanced techniques for understanding how large language models make decisions through attribution graphs and interpretability methods.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Interpretability of LLMs - Generating SAE Feature Descriptions - Spring 2026

Explore advanced techniques for generating Sparse Autoencoder feature descriptions to enhance Large Language Model interpretability and transparency.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video