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neural-network-projects's Introduction

neural-network-projects

This is my collection of Neural Networks mini-projects as I'm learning NN, DNN, CNN and RNN.

I have learnt a lot about Neural Networks from Jason's blog. These mini-projects are available on Jason's website. After experimenting with each tutorial I have them here for quick future reference.

Recommended order for exploring these projects is as follows:

Deep Neural Networks

  • Life-Cycle for Neural Network Models in Keras
  • My first Neural Network with Keras
  • Multi-Class classification with Keras
  • Check-Point Deep Learning Models in Keras
  • Display Deep Learning Model Training History in Keras
  • Dropout Regularization in Deep Learning Models with Keras
  • Save and Load Keras Deep Learning Models
  • Using Learning Rate Schedules for Deep Learning Models with Keras

Convolutional Neural Networks

  • Handwritten Digit Recognition using Convolutional Neural Networks
  • Object Recognition in CIFAR-10 with Convolutional Neural Networks
  • Predict Sentiment From Movie Reviews
  • Text Classification with Keras and GloVe Embedding

Recurrent Neural Networks

  • Time Series Prediction with LSTM Recurrent Neural Networks with Keras
  • Sequence Classification with LSTM Recurrent Neural Networks with Keras
  • Understanding Stateful LSTM Recurrent Neural Networks with Keras
  • Text Generation With LSTM Recurrent Neural Networks with Keras

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