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Creating neural networks from scratch (linear, loss, activation, SGD, auto-encoder, CNN)

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MaoucheMounir/Projet-ML-Neural_Network_from_scratch

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Auteurs:

  • Mounir MAOUCHE
  • Racha Faten SAID

Régression linéaire:

Lineaire_finalpng

Classification binaire:

Architecture

NN_Echiquier

Résultats

Encapsulation_classif_2_couches

Encapsulation_echiquier_best

Classification avec autoencodeur sur MNIST:

Autoencodeur_clustering_representations_2

Reconstruction avec autoencodeur (MNIST):

AutoEncodeur_reconstruction3

T-SNE des représentations latentes des chiffres MNIST:

T-SNE_rep

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Creating neural networks from scratch (linear, loss, activation, SGD, auto-encoder, CNN)

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neural-networks

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