├── 2D Convolution Filters └── Visualizing Filters.ipynb ├── Autoencoder - Image Denoising └── Image Denoising using an Autoencoder.ipynb ├── Autoencoder Dimensionality Reduction v2 ├── Autoencoder Reduction.PNG ├── Autoencoder_Sklearn_v2.ipynb └── PCA.PNG ├── CC Fraud Detection Imbalanced Data ├── CC_Fraud_Detection_Imbalanced.ipynb └── creditcard.csv ├── COVID-19 Prediction Chest X-Ray Images ├── Accuracy Graph (2).png ├── Covid19_Detection_Chest_X_Ray_Images.ipynb └── Loss Graph (2).png ├── COVID-19 Time Series ├── COVID-19 Time Series.ipynb ├── prophet.png ├── sarimax 2.png └── sarimax.png ├── DCGAN Image Generation ├── DCGAN.ipynb └── images and gif │ ├── dcgan.gif │ ├── image_at_epoch_0001.png │ ├── image_at_epoch_0002.png │ ├── image_at_epoch_0003.png │ ├── image_at_epoch_0004.png │ ├── image_at_epoch_0005.png │ ├── image_at_epoch_0006.png │ ├── image_at_epoch_0007.png │ ├── image_at_epoch_0008.png │ ├── image_at_epoch_0009.png │ ├── image_at_epoch_0010.png │ ├── image_at_epoch_0011.png │ ├── image_at_epoch_0012.png │ ├── image_at_epoch_0013.png │ ├── image_at_epoch_0014.png │ ├── image_at_epoch_0015.png │ └── image_at_epoch_0016.png ├── Deep Ensemble CNN ├── Accuracy Graph Ensemble Tuned.png ├── Loss Graph Ensemble Tuned.png ├── Malaria Deep Ensemble.ipynb └── model (2).png ├── Fake News Detection LSTM + Embedding ├── Fake.csv ├── FakeNews_Detection_LSTM_+_Embedding.ipynb └── True.csv ├── NLP - Bert (Pytorch) ├── bert fine-tune.ipynb └── smile-annotations-final.csv ├── NLP-Tensorflow Hub └── NLP_TF_Hub.ipynb ├── NN from Scratch TF 2.x └── NN TF2.x Scratch.ipynb ├── Power of Transfer Learning CIFAR10 96% └── Power_of_Transfer_Learning_on_CIFAR10_96_.ipynb ├── README.md ├── Siamese Network - MNIST ├── Images │ ├── Clustered PCA.png │ ├── example triplet 1.png │ ├── example triplet 2.png │ └── example triplet 3.png ├── main.py ├── pca_plotter.py └── siamese.png ├── Time Series Anomaly Detection ├── Anomalies.png ├── AnomalyDetection for Time 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