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README.md

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@@ -6,10 +6,28 @@ Course materials for Venturenix Lab's Data Science course in Hong Kong
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#### Past Kaggle by students
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#### Python Resources
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- [Python Offical Tutorial](https://docs.python.org/3/tutorial/): A comprehensive tutorial provided from Python offical documentation.
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- [Google's Python Class](): Materials prepared by Google, including hours of lecture videos and exercises.
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- [W3resource](https://www.w3resource.com/python-exercises/): A series of useful exercises (with solutions) for Python Beginners.
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- [PEP 8](https://www.python.org/dev/peps/pep-0008/): Style Guide for Python
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- [Python2 vs Python3](https://www.geeksforgeeks.org/important-differences-between-python-2-x-and-python-3-x-with-examples/): Difference between Python2 and Python3
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- [Object-Oriented Programming](): Introduction of OOP in Python
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- [Time compexity](https://wiki.python.org/moin/TimeComplexity): Understand standard Big-O at Python
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- [Pandas Tutorial](https://pandas.pydata.org/pandas-docs/stable/getting_started/10min.html): 10 minutes to pandas
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- [Numpy Tutorial](https://docs.scipy.org/doc/numpy/user/quickstart.html): Official Quickstart tutorial
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- [Python Environment](https://www.tutorialspoint.com/python/python_environment): Environment setting guide. e.g. environment variable
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#### Cheat sheet
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- [Python Cheat Sheet](https://perso.limsi.fr/pointal/_media/python:cours:mementopython3-english.pdf)
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- [Pandas Cheat Sheet](https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf)
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- [Numpy Cheat Sheet](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Numpy_Python_Cheat_Sheet.pdf)
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#### Data Visualization
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- [Matplotlib](https://matplotlib.org/3.1.1/tutorials/introductory/usage.html#sphx-glr-tutorials-introductory-usage-py):Basic introduction
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- [Seaborn Tutorial](https://seaborn.pydata.org/tutorial.html) : Easy to use Data visualization tool. Build on top of matplotlib
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#### Basic Linear Algebra, Statistics and Calculus
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