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Linear regression of 1-dimension using LSE with regularization and Newton's method

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Machine learning homework 1

Linear regression of 1-dimension input using LSE with regularization and Newton's method

Usage

./hw1.py [-h] file_name n lambda_

Use -h for more detail

Generate test data

./test_data_generator.py [-h] [-s NSAMPLE] [-n NOISE] [-p] file_name

Use -h for more detail

Used library

  • argparse
  • numpy
  • matplotlib
  • pandas (for test_data_generator)
  • scikit-learn (for test_data_generator)

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Linear regression of 1-dimension using LSE with regularization and Newton's method

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