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Notebooks:

MNIST/Fashion MNIST Classification

  1. MNIST CNN - MNIST Classification using CNN Models with Hyperparameter Tuning and Visualizations
  2. Fashion MNIST CNN - Fashion MNIST classification using CNN
  3. MNIST FCN - MNIST Classification using Fully Convolutional Neural Networks

Auto Encoders:

  1. MNIST Linear AutoEncoder - MNIST AutoEncoder using Linear Layers only
  2. MNIST Convolutional AutoEncoder - MNIST Autoencoder using Convolutional Cells having a fixed latent space between Encoder and Decoder
  3. MNIST FCN AutoEncoder - MNIST AutoEncoder without using any Linear layers completely composed of Convolution and Deconvolution Cells

NLP:

  1. Classifying Names - Classifying Names using Character Level RNN

Kaggle:

  1. State Farm Distracted Driver detection - Detecting Distracted Drivers using CNN Neural Networks with Data Visualization, Hyper-Parameter Tuning and Animations.
  2. House Price Prediction - Predicting House Price using Advanced Ensemble Machine Learning Techniques with visualizations
  3. Binning Vs Scaling - Predicting Titanic Survival Rate with machine learning tactics while comparing Binning and Scaling continuous variables for optimal performance

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