UofU Data Science Courses

Multi-Linear and Polynomial Regression - L12

Master multi-dimensional linear regression and polynomial regression techniques using optimal least-squares solutions and closed-form mathematical approaches.

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

Model Diffing with Crosscoders - CS 6966 Interpretability of LLMs Spring 2026

Explore model diffing techniques using crosscoders to understand differences between large language models and enhance interpretability methods.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Utah CS 6966 Interpretability of LLMs - Probing Part 2 - Spring 2026

Delve into advanced probing techniques for understanding how large language models process and represent information internally.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Natural Language Processing - Fall 2025

Dive into advanced NLP techniques from neural networks to transformers, covering LLMs, fine-tuning, RAG, and modern language modeling approaches for comprehensive understanding.

• YouTube
• 1 day 6 hours 2 minutes
• Self-Paced
• Free Video

Data Mining - Fall 2025

Explore advanced data mining techniques including clustering, streaming algorithms, privacy, anomalies, and machine learning theory through university-level lectures.

• YouTube
• 1 day 4 hours 13 minutes
• Self-Paced
• Free Video

Machine Learning - Spring 2025

Master foundational ML concepts from decision trees to neural networks, covering theory, algorithms, and practical implementation techniques.

• YouTube
• 1 day 10 hours 25 minutes
• Self-Paced
• Free Video

Data Mining - Spring 2025

Explore advanced data mining techniques including graph embeddings, clustering algorithms, privacy methods, and machine learning fundamentals through comprehensive lectures.

• YouTube
• 1 day 5 hours 18 minutes
• Self-Paced
• Free Video

Natural Language Processing - Fall 2024

Explore advanced NLP techniques from tokenization to transformers, covering language modeling, machine translation, question answering, and modern LLM applications.

• YouTube
• 1 day 10 hours 45 minutes
• Self-Paced
• Free Video

Advances in Generative AI Seminar - Fall 2024

Explore cutting-edge generative AI topics including agents, detection methods, RAG, multilingual models, and RLHF through expert-led seminars from UofU Data Science.

• YouTube
• 4 hours 55 minutes
• Self-Paced
• Free Video

Natural Language Processing - Spring 2024

Dive into neural networks, transformers, and language models while mastering tokenization, embeddings, parsing, and responsible AI practices in natural language processing.

• YouTube
• 1 day 8 hours 4 minutes
• Self-Paced
• Free Video

Machine Learning - Spring 2024

Master fundamental ML algorithms from decision trees to neural networks, covering theory, implementation, and practical applications for real-world problem solving.

• YouTube
• 1 day 11 hours 22 minutes
• Self-Paced
• Free Video

Local Explanations for Deep Learning Models - Fall 2023

Explore advanced techniques for interpreting deep learning models through local explanations, covering gradient-based attribution, uncertainty estimation, and human-AI trust.

• YouTube
• 17 hours 58 minutes
• Self-Paced
• Free Video

Probability and Statistics - Spring 2023

Master probability theory and statistical inference through conditional probability, Bayes' rule, random variables, expectation, hypothesis testing, and t-distributions.

• YouTube
• 1 day 13 hours 31 minutes
• Self-Paced
• Free Video

Machine Learning - Spring 2023

Dive into comprehensive machine learning fundamentals covering supervised learning, decision trees, linear models, perceptron, SVMs, neural networks, and Bayesian methods.

• YouTube
• 1 day 13 hours 23 minutes
• Self-Paced
• Free Video

Data Mining - Spring 2023

Explore advanced data mining techniques including clustering algorithms, dimensionality reduction, streaming data analysis, and machine learning methods for large-scale data processing.

• YouTube
• 1 day 4 hours 36 minutes
• Self-Paced
• Free Video