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Implementations

Traditional

Implementation	Dataset	Notebooks
Simple Linear Regression	Dummy + Diabetes Dataset (regression)
Logistic Regression	Breast Cancer Wisconsin Dataset

Deep Learning

Implementation	Dataset	Notebooks
AlexNet	Tiny ImageNet
ResNet-18	CIFAR-10

Computer Vision

Implementation	Dataset	Notebooks
U-Net Architecture	SOME RANDOM SEGMENTATION DATASET

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Roadmap

• Linear Regression
• Logistic Regression
• Autoencoder
• Variational Autoencoder (VAE)
• Generative Adversarial Network (GAN)
• Graph Neural Network
• ResNet18 + Residual Layars
• U-Net Architecture [WIP]
• AlexNet

Sequence Models

• Recurrent Neural Network (RNN)
• Long Short-Term Memory (LSTM)
• Gated Recurrent Unit (GRU)

Misc

• Ensembling + XGBoost

Acknowledgements

This readme layout inspired by rasbt/deeplearning-models