MatSci 395 Lecture 1: Introduction to Machine Learning, Materials Imaging, and Segmentation

By Tiberiu Stan

Voorhees Research Group, Northwestern University, Evanston, IL

View Presentation

Additional materials available (4)

Category

Online Presentations

Published on

Cite this work

Researchers should cite this work as follows:

  • Tiberiu Stan (2021), "MatSci 395 Lecture 1: Introduction to Machine Learning, Materials Imaging, and Segmentation," https://nanohub.org/resources/35355.

    BibTex | EndNote

Time

Tags

  1. Imaging
  2. machine learning
  3. materials science
  4. segmentation
  5. supervised learning
  6. unsupervised learning
MatSci 395 Lecture 1: Introduction to Machine Learning, Materials Imaging, and Segmentation
  • Lecture 1: Introduction to Machine Learning, Materials Imaging, and Segmentation 1. Lecture 1: Introduction to Mac… 0
    00:00/00:00
  • Who Am I? How did I get here? 2. Who Am I? How did I get here? 19.452786119452785
    00:00/00:00
  • Acknowledgements 3. Acknowledgements 154.55455455455456
    00:00/00:00
  • Scope 4. Scope 247.313980647314
    00:00/00:00
  • Growing Importance of Data-Driven Approaches 5. Growing Importance of Data-Dri… 315.74908241574911
    00:00/00:00
  • Artificial Intelligence Overview 6. Artificial Intelligence Overvi… 434.668001334668
    00:00/00:00
  • Machine Learning in the Customer Experience 7. Machine Learning in the Custom… 717.98465131798469
    00:00/00:00
  • When to Use Machine Learning 8. When to Use Machine Learning 850.01668335001671
    00:00/00:00
  • Types of Machine Learning 9. Types of Machine Learning 1047.1471471471473
    00:00/00:00
  • Unsupervised Learning 10. Unsupervised Learning 1346.3797130463797
    00:00/00:00
  • Supervised Learning 11. Supervised Learning 1416.44978311645
    00:00/00:00
  • Why is Supervised Learning Attractive to MSE? 12. Why is Supervised Learning Att… 1524.1574908241575
    00:00/00:00
  • Which Algorithm to Use? 13. Which Algorithm to Use? 1652.0520520520522
    00:00/00:00
  • Imaging in Materials Science 14. Imaging in Materials Science 1845.0450450450451
    00:00/00:00
  • What Is Imaging? 15. What Is Imaging? 1944.2108775442109
    00:00/00:00
  • What Is Imaging? 16. What Is Imaging? 2071.8051384718051
    00:00/00:00
  • Segmentation 17. Segmentation 2221.187854521188
    00:00/00:00
  • Segmentation 18. Segmentation 2351.1511511511512
    00:00/00:00
  • Summary 19. Summary 2471.3380046713382
    00:00/00:00
Pop Out