Welcome to BasicNeuralNetwork’s documentation!

This is a python backend for the neural_network package.

Contents

• Components
  • Edge
    • Edge.__init__()
    • Edge.get_delta()
    • Edge.get_id()
    • Edge.get_left_neuron()
    • Edge.get_right_neuron()
    • Edge.get_velocity()
    • Edge.get_weight()
    • Edge.set_delta()
    • Edge.set_velocity()
    • Edge.set_weight()
  • Layer
    • Layer.__init__()
    • Layer.get_id()
    • Layer.get_neurons()
  • Network
    • Network.__init__()
    • Network._activate_output_layer()
    • Network._calculate_pre_activated_value()
    • Network.back_propagate_bias()
    • Network.back_propagate_weight()
    • Network.forward_pass_one_datapoint()
    • Network.get_edges()
    • Network.get_layers()
    • Network.get_neuron_counts()
    • Network.is_regressor()
    • Network.store_gradient_of_loss()
    • Network.visualise_network()
  • Neuron
    • Neuron.__init__()
    • Neuron.get_bias()
    • Neuron.get_id()
    • Neuron.get_value()
    • Neuron.set_bias()
    • Neuron.set_value()
• Data Generators
  • AbstractDataGenerator
    • AbstractDataGenerator.__call__()
    • AbstractDataGenerator.__init__()
    • AbstractDataGenerator._generate_data()
    • AbstractDataGenerator.plot_datapoints()
    • AbstractDataGenerator.write_to_csv()
  • NormalDataGenerator
    • NormalDataGenerator.__init__()
    • NormalDataGenerator._generate_data()
  • UniformDataGenerator
    • UniformDataGenerator.__init__()
    • UniformDataGenerator._generate_data()
• Functions
  • AbstractFunction
    • AbstractFunction.__call__()
    • AbstractFunction.__init__()
    • AbstractFunction.gradient()
  • CrossEntropyLoss
    • CrossEntropyLoss.__call__()
    • CrossEntropyLoss.__init__()
  • MSELoss
    • MSELoss.__call__()
    • MSELoss.__init__()
    • MSELoss.gradient()
  • ReLU
    • ReLU.__call__()
    • ReLU.__init__()
    • ReLU.gradient()
  • Sigmoid
    • Sigmoid.__call__()
    • Sigmoid.__init__()
    • Sigmoid.gradient()
  • Softmax
    • Softmax.__call__()
    • Softmax.__init__()
    • Softmax.normalise()
• Learning
  • AbstractLearner
    • AbstractLearner.__init__()
    • AbstractLearner._update_categorical_dataframe()
    • AbstractLearner.abs_comparison_scatter()
    • AbstractLearner.abs_generate_scatter()
    • AbstractLearner.forward_pass_one_batch()
    • AbstractLearner.run()
    • AbstractLearner.store_gradients()
  • Plotter
    • Plotter.comparison_scatter()
    • Plotter.datapoint_scatter()
    • Plotter.plot_loss()
  • Tester
    • Tester.__init__()
    • Tester.comparison_scatter()
    • Tester.generate_confusion()
    • Tester.generate_scatter()
    • Tester.run()
  • Trainer
    • Trainer.__init__()
    • Trainer.back_propagate_one_batch()
    • Trainer.comparison_scatter()
    • Trainer.generate_loss_plot()
    • Trainer.generate_scatter()
    • Trainer.run()
    • Trainer.store_gradients()
  • Validator
    • Validator.__init__()
    • Validator.comparison_scatter()
    • Validator.generate_scatter()
    • Validator.validate()
• Util
  • DataSplitter
    • DataSplitter.__init__()
    • DataSplitter.split()
  • Partitioner
    • Partitioner.__call__()
    • Partitioner.__init__()
  • WeightedPartitioner
    • WeightedPartitioner.__call__()
    • WeightedPartitioner.__init__()

Search

• Index

• Search Page