From 1d8e2c4a63961fd400e8a92edefcb2a472d9a998 Mon Sep 17 00:00:00 2001 From: toto <tariq.chellali@gmail.com> Date: Thu, 9 Nov 2023 10:05:20 +0100 Subject: [PATCH] last results of mlp --- README.md | 26 -------------------------- main.py | 2 +- results/mlp1.png | Bin 0 -> 56392 bytes 3 files changed, 1 insertion(+), 27 deletions(-) create mode 100644 results/mlp1.png diff --git a/README.md b/README.md index 40355ae..89ea047 100644 --- a/README.md +++ b/README.md @@ -43,32 +43,6 @@ Ces fonctions permettent de calculer la précision de l'algorithme k-NN pour dif ### Backpropagation in a Neural Network -#### Partial Derivatives with Chain Rule - -1. **\(\frac{\partial C}{\partial A^{(2)}}\)**: - \(\frac{\partial C}{\partial A^{(2)}} = \frac{2}{N_{out}}(\hat{Y} - Y)\) - -2. **\(\frac{\partial C}{\partial Z^{(2)}}\)**: - \(\frac{\partial C}{\partial Z^{(2)}} = \frac{2}{N_{out}}(\hat{Y} - Y) \cdot \sigma(Z^{(2)}) \cdot (1 - \sigma(Z^{(2)}))\) - -3. **\(\frac{\partial C}{\partial W^{(2)}}\)**: - \(\frac{\partial C}{\partial W^{(2)}} = \frac{\partial C}{\partial Z^{(2)}} \cdot A^{(1)T}\) - -4. **\(\frac{\partial C}{\partial B^{(2)}}\)**: - \(\frac{\partial C}{\partial B^{(2)}} = \frac{\partial C}{\partial Z^{(2)}}\) - -5. **\(\frac{\partial C}{\partial A^{(1)}}\)**: - \(\frac{\partial C}{\partial A^{(1)}} = (W^{(2)T} \cdot \frac{\partial C}{\partial Z^{(2)}})\) - -6. **\(\frac{\partial C}{\partial Z^{(1)}}\)**: - \(\frac{\partial C}{\partial Z^{(1)}} = \frac{\partial C}{\partial A^{(1)}} \cdot \sigma'(Z^{(1)})\) - -7. **\(\frac{\partial C}{\partial W^{(1)}}\)**: - \(\frac{\partial C}{\partial W^{(1)}} = \frac{\partial C}{\partial Z^{(1)}} \cdot A^{(0)T}\) - -8. **\(\frac{\partial C}{\partial B^{(1)}}\)**: - \(\frac{\partial C}{\partial B^{(1)}} = \frac{\partial C}{\partial Z^{(1)}\) - # Neural Network Training and Testing Overview diff --git a/main.py b/main.py index d817efb..528b451 100644 --- a/main.py +++ b/main.py @@ -1,7 +1,7 @@ from read_cifar import read_cifar, split_dataset from knn import evaluate_knn_for_k, plot_accuracy_versus_k import matplotlib.pyplot as plt -from mlp2 import run_mlp_training, plot_accuracy_versus_epoch +from mlp import run_mlp_training, plot_accuracy_versus_epoch diff --git a/results/mlp1.png b/results/mlp1.png new file mode 100644 index 0000000000000000000000000000000000000000..0891d66a33d212f49cc4bb38fcc65c9042bf4b7c GIT binary patch literal 56392 zcmeAS@N?(olHy`uVBq!ia0y~yVCP_9V1B{D#=yXEYQ`#Y1_lPp64!{5;QX|b^2DN4 z2H(Vzf}H%4oXjMJvecsD%=|oKJu^LH9fgdNl7eC@ef?ax0=@jAbp7*R_kCqxVBjq9 zh%9Dc;7<f$#ufI<GZ`3eZ}oI>45^s&=5A#~Nb3LNAI}>obX0qGHC<X2xot(N-ij&N zVNzLnPbc|*4S5!JEqV6JrT(+MQg3CgjuOhUjmp$(&FqejTsG5N^Wi-2tggd9{}%pd zlaNSgXk<M1yEHb&xcFS{xjX4%M)r04w;$f5<IMmEIf@z=gyB4ffFceKMmSemQGo@{ z$!Td2fO9qoGC9FH2i!(AfdgYSAi%-Ez%UvRqXEG%6w8Q;h>c0DGJNe}Ya$+A|7<10 zXZ!JpaGmY){k8x9e$TqOX{lD|DwX!b3wfo@M1IH^8XE3;*e3nQ-cmu@E}LyVGXn!d zKmkh&0|SGDX8C1bb4?qYnB#r2r%QeQ|N9%d(1}&nreXt2`n1c7T)Vw$IcCh>vc=@< 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