Lectures

1403/07

HW1 Real Time Sudoku Solver, due: 1403/07/16

HW2 Generate Persian Sudoku, due 1403/07/20

HW1 1D Convolution, due 1403/08/04

HW4 Using autograd to Solve a Math Puzzle, due: 1403/08/04

Paper Fully Connected to Fully Convolutional: Road to Yesterday(تمام متصل به تمام پیچشی: پلی به گذشته)

Further Reading

• Algorithm X

1403/08

Binary Cross Entropy

• Entropy (information theory)
• Binary Cross Entropy/Log Loss for Binary Classification - PDF
• CE and Acc

How to update weights with BCE?

• MLE, See Example 1.3 of PSU
• CS229 Lecture notes, by Andrew Ng

Further Reading

• The Application of Taylor Expansion in Reducing the Size of Convolutional Neural Networks for Classifying Impressionism and Miniature Style Paintings
  • Response to reviewer comments, round 1
  • Response to reviewer comments, round 2
  • Response to reviewer comments, round 3
• Sreenivas Bhattiprolu, python for microscopists, Many examples of TF
• TF-IDF in NLP