Lecture Week 6

Linear regression, gradient descent, vectors, matrices and numpy.

Syllabus

Marsland

• ch. 3, sec. 3.4 except 3.4.1
• ch. 3, sec. 3.5

Hal Daum¨¦ III, A course in Machine Learning

• ch 2, "Limits of Learning"

Compendium on Geometry and linear algebra for IN3050/IN4050

• background reading for those not familiar with linear algebra or need a brush-up.

Slides

• corrected, 9. May 2020, see Corrections to slides for corrections done

Lecture Video

• screencast first hour
• screencast second hour

Weekly Exercise

• Exercises