Machine Learning Courses and Certifications

UofU Data Science

Machine Learning: Understanding Hypothesis Spaces Through Shattering - Lecture 17

Delve into the concept of shattering and its application in analyzing infinite hypothesis spaces within machine learning theory and computational learning frameworks.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

UofU Data Science

PAC Learning in Machine Learning Theory - Lecture 13

Explore the fundamental concepts of PAC (Probably Approximately Correct) learning theory and its applications in theoretical machine learning frameworks.

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

UofU Data Science

Decision Trees and Overfitting in Machine Learning - Lecture 6

Dive into advanced concepts of decision trees, focusing on overfitting challenges and practical solutions for building more robust machine learning models.

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

UofU Data Science

Decision Trees in Machine Learning: Practical Concerns and Overfitting - Lecture 5

Delve into practical aspects of decision tree learning, exploring implementation challenges and understanding how to address overfitting in machine learning models.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

UofU Data Science

Introduction to Decision Trees in Machine Learning - Lecture 3

Explore the fundamentals of decision trees in machine learning, understanding their structure, functionality, and representational capabilities in data-driven decision making.

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

UofU Data Science

Machine Learning - Lecture 28

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this graduate-level lecture from University of Utah.

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

UofU Data Science

Machine Learning: Neural Networks and Deep Learning - Lecture 27

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this graduate-level lecture from University of Utah.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

UofU Data Science

PyTorch Tutorial for Machine Learning - Fall 2023

Master PyTorch fundamentals and essential deep learning concepts through hands-on practice with neural networks, tensors, and gradient-based optimization techniques.

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

UofU Data Science

Machine Learning - Lecture 25

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this graduate-level lecture from University of Utah.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Lecture 24

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this graduate-level lecture from University of Utah.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Lecture 23

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this graduate-level academic lecture.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning: Neural Networks and Deep Learning - Lecture 22

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this graduate-level academic lecture.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning: Neural Networks and Deep Learning - Lecture 21

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this graduate-level academic lecture.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Lecture 20

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this university-level lecture.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Lecture 19

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this university-level lecture.

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