bhagya-my-ml-package 0.1.0

Custom Machine Learning Package built from scratch

My ML Package

A custom Machine Learning package built from scratch using Python and NumPy.

Features

• Linear Regression
• KNN Classifier
• PCA
• Neural Network
• Standard Scaler
• Metrics
• Train Test Split
• Pipeline System
• PCA Visualization

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Project Structure

my_ml_package/ │ ├── base/ ├── preprocessing/ ├── linear_models/ ├── decomposition/ ├── neighbors/ ├── neural_network/ ├── metrics/ ├── model_selection/ ├── pipeline/ ├── visualization/ ├── utils/ └── tests/

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Installation

pip install -e .

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Requirements

• numpy
• matplotlib

Install using:

pip install -r requirements.txt

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Example Usage

Linear Regression

import numpy as np

from my_ml_package.linear_models.linear_regression import LinearRegression

X = np.array([[1], [2], [3], [4]])
y = np.array([2, 4, 6, 8])

model = LinearRegression()

model.fit(X, y)

predictions = model.predict(X)

print(predictions)

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PCA Example

from my_ml_package.decomposition.pca import PCA

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Neural Network Example

from my_ml_package.neural_network.neural_network import NeuralNetwork

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Author

Bhagyashree Patil