0368308001 - Foundations of Deep Learning

Topic outline

• General
  

  General
• General
  

  General

  • News Forum
  • Discussion Forum
  • Private forum

    Restricted Not available unless: You belong to a group in Course grouping
  • Course information File
• Lecture Notes
  

  Lecture Notes

  • Introduction File
  • Standard Practices in Supervised Deep Learning File
  • Whitening File
  • Backpropagation File
  • Three Pillars of Statistical Learning File
  • Expressiveness 1 File
  • Expressiveness 2 File
  • Expressiveness 3 File
  • Optimization 1 File
  • Optimization 2 File
  • Optimization 3 File
  • Generalization 1 File
  • Generalization 2 File
  • Generalization 3 File
• Recitation Notes
  

  Recitation Notes

  • Software and Hardware for Deep Learning File
  • Software and Hardware for Deep Learning - example_1_low_level_api.ipynb File
  • Software and Hardware for Deep Learning - example_1_estimators.ipynb File
  • Software and Hardware for Deep Learning - example_2_static_vs_dynamic.ipynb File
  • Software and Hardware for Deep Learning - example_3_matrix_mult_comparison.py File
  • Recap --- Probably-Approximately-Correct Learning File
  • Recap --- Linear Algebra (1) File
  • Recap --- Linear Algebra (2) File
  • Recap --- Multivariate Calculus (1) File
  • Recap --- Multivariate Calculus (2) File
  • Recap --- Probability File
  • Kronecker Product File
  • Recap --- Convexity & Lipschitzness File
  • Radamacher Generalization Bound (v2) File
• Videos (Hebrew)
  

  Videos (Hebrew)

  • Lecture + Recitation 2 Page
  • Lecture 3 Page
  • Recitation 3 Page
  • Lecture + Recitation 4 Page
  • Lecture + Recitation 5 Page
  • Lecture 6 Page
  • Lecture + Recitation 7 Page
  • Lecture + Recitation 8 Page
  • Lecture 9 Page
  • Lecture 10 Page
  • Lecture 11 Page
  • Lecture + Recitation 12 Page
  • Lecture 13 Page
  • Lecture 14 Page
• Assignments
  

  Assignments

  • Assignment 1 --- Standard Practices in Supervised Deep Learning File
  • Assignment 1 --- Submission
  • Assignment 2 --- Expressiveness (v2) File
  • Assignment 2 --- Submission
  • Assignment 3 --- Optimization (v4) File
  • Assignment 3 --- Submission
  • Assignment 4 --- Generalization (v2) File
  • Assignment 4 --- Submission
• Exam
  

  Exam

  • Remote Exam Regulations (Hebrew) File
  • Exemplar Exam File
  • Exam Registration --- Term A Assignment
  • Exam Registration --- Term B Assignment