Welcome to AIL701 - Mathematical Foundations of MINDS


Instructor

TAs

Sudipan Saha

Kanishk Awadhiya, Harsh Kumar

Course Logistics

Lectures : Monday and Thursday 2:00-3:30 pm

Regular announcements are posted on Moodle.

Course Components and Grading Policy

  • Minor (15%)
  • Major (50%)
  • Quizzes (35%)

Audit Policy
  • 30% of marks.

Couse Topics

  • Linear Algebra: Vector space, subspace, linear independence, basis, dimension, linear map, operator, inner product space, Gram Schmidt process, QR decomposition, Eigenvalues, adjoint operator, SVD
  • Probability: Introduction, Bayes theorem, some discrete and continuous distributions, moment generating function, concentration inequalities
  • Optimization: Convex set, convex function, unconstrained optimization, constrained optimization, gradient descent

Announcements

Please check Moodle.