raksbisht / Machine-Learning-with-Scikit-Learn

Machine Learning with Scikit Learn(Python)

Machine-Learning-with-Scikit-Learn(Python)

This repo is all about Machine Machine with Scikit Learn.I am a beginner in Machine Learning so you will find the basic examples here ;)

Language: Python

Python For Data Science Cheat Sheet:

• http://www.utc.fr/~jlaforet/Suppl/python-cheatsheets.pdf
• https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf
• https://medium.com/machine-learning-in-practice/cheat-sheet-of-machine-learning-and-python-and-math-cheat-sheets-a4afe4e791b6

Python Packages :

• Scikit-learn (http://scikit-learn.org)
• NumPy(http://www.numpy.org/)
• SciPy (https://www.scipy.org/)
• Pandas (http://pandas.pydata.org/)
• Matplotlib (https://matplotlib.org/)

1)Scikit-learn

Scikit-learn is a free software machine learning library for the Python.

Quickstart guides:

• http://scikit-learn.org/stable/documentation.html
• https://www.analyticsvidhya.com/blog/2015/01/scikit-learn-python-machine-learning-tool/

Cheat Sheets:

• http://scikit-learn.org/stable/tutorial/machine_learning_map/index.html
• https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf
• https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet

2)NumPy

NumPy is the fundamental package for scientific computing with Python.

Quickstart guides:

• https://docs.scipy.org/doc/numpy/user/quickstart.html

Cheat Sheets:

• https://www.dataquest.io/blog/numpy-cheat-sheet/
• https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Numpy_Python_Cheat_Sheet.pdf

3)Pandas

Pandas is an open-source, BSD-licensed Python library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

Quickstart guides:

• http://pandas.pydata.org/pandas-docs/stable/10min.html#min

Cheat Sheets:

• http://pandas.pydata.org/Pandas_Cheat_Sheet.pdf
• https://www.datacamp.com/community/blog/python-pandas-cheat-sheet
• https://www.dataquest.io/blog/large_files/pandas-cheat-sheet.pdf

4)Matplotlib

Matplotlib is a Python 2D plotting library.

Quickstart guides:

• https://matplotlib.org/1.4.2/users/pyplot_tutorial.html

Cheat Sheets:

• https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Cheat_Sheet.pdf

5)SciPy

SciPyis a free and open-source Python library used for scientific computing and technical computing.

Quickstart guides:

• https://www.scipy.org/getting-started.html

Cheat Sheets:

• https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_SciPy_Cheat_Sheet_Linear_Algebra.pdf