Metadata-Version: 2.1
Name: redmind
Version: 0.0.1
Summary: Package for building Machine learning models
Home-page: UNKNOWN
Author: Diego Velez
Author-email: diegovelezs94@gmail.com
License: UNKNOWN
Description: 
        # RedMind
        
        This is a python library made to help you build machine learning models.
        
        Developed by Diego Velez 2022
        
        ## Quickstart
        
        ```python
        import numpy as np
        from redmind.layers import Dense, Sigmoid
        from redmind.network import NeuralNetwork
        import redmind.functions as fn
        
        # Prepare data
        xor = np.array([[0, 0],
                        [0, 1],
                        [1, 0],
                        [1, 1]])
        
        y = np.array([0, 1, 1, 0]).reshape(1,4)
        x_test = xor.T
        
        n_weights_1 = 10 # 3 neurons in the first layer
        n_weights_2 = 1 # 1 neuron in the second layer (output)
        nn = NeuralNetwork(layers=[
                Dense(n_weights_1, x_test.shape[0]),
                Sigmoid(),
                Dense(n_weights_2, n_weights_1),
                Sigmoid()
            ], cost_function=fn.mse, 
            grad_function=fn.mse_prime)
        nn.set_verbose(True)
        
        # Train
        nn.train(X = x_test, Y = y, epochs = 1000, n_batches = 4, learning_rate=0.5)
        
        # Predict
        prediction_vector = nn.predict(np.array([[0],[0]]))
        ```
        
        Go to `samples` folder for more samples
        
        ## Objectives
        
        - [X] Classes definition and construction
        - [X] Forward propagation fully working
        - [X] Backward propagation working
        - [X] Train and predict fully working
        - [X] Add Optimization layers
        - [X] Add mini batch Gradient descent (through Dataloader)
        - [ ] Add Gradient checking
        - [ ] Support for multiple optimizers
        - [ ] Learning rate decay
        - [ ] Add early stoping support
        - [ ] Add convolutional layers
        - [ ] Add native pyplot support
        
Keywords: python,ai,machine learning,neural network
Platform: UNKNOWN
Classifier: Development Status :: 1 - Planning
Classifier: Intended Audience :: Developers
Classifier: Programming Language :: Python :: 3
Classifier: Operating System :: Unix
Classifier: Operating System :: MacOS :: MacOS X
Classifier: Operating System :: Microsoft :: Windows
Description-Content-Type: text/markdown
