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m_eng's Introduction

M-Eng Deep_learning:

anomaly:

AE

  • Simple reconstructive AutoEncoder
  • Reconstructive AutoEncoder for denoising demo
  • Reconstructive AutoEncoder for Anomaly Detection score

mvtec_ad

  • train.py
  • finetune.py
  • test.py
  • stored_models
    • 2 trained models with loss plots
    • [21-02-2022] model trained on kaggle leather dataset

novelty_det1

  • test.py - CHECK IF TESTED??

novelty_det2

  • UNTESTED

transfer:

kaggle:

Description:

  • class6.py - Modified ResNet-50 model from 100 classes to 6 classes, corresponding to the 6 Kaggle leather dataset catagories
  • class6a.py - Above code split and modified for direct testing/classification + Training evaluation
  • class6b.py - Custom model created & tested with stored pre-processed dataset + test prediction?

transfer

Description:

  • class_4.py
  • class_5.py
  • class_10.py
  • custom1.py
  • custom2.py
  • inception.py
  • resnet50.py
  • vgg16.py

ViT

Description: Various ViT code examples tested up to classification (at least)

  • ViT_0 - UNTESTED
  • ViT_1
    • Classifier tested in Locally & in Colab
    • ViT_1a.py - Original Vision Transformer example from Colab (link in code description)
    • ViT_1b.py - Removed visualisations and other superfluous code
    • ilsvrc2012... - ImageNet Labels for class prediction
  • ViT_2 - Classifier tested in Colab
  • ViT_3
    • Tested in Colab - Not with custom test image (only Cifar-10)
  • ViT_4
    • Good test metrics at the end (Activation Map / Confusion Matrix)
    • Testing incomplete (Colab / Custom Image)

To update GIT:

git push https://github.com/ANTZ314/d_learning.git --force

m_eng's People

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