This is a personal repository to learn Data Visualization using Python Libraries. To use this repository you need to install Anaconda and use Jupyter Notebook
The repository is divided into 4 Modules. Each module has a seperate notebook.
Python3
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Module 1 - Numpy Basics
- Importing Libraries
- Basic Numpy Arrays
- Array Types
- Dimension & Shapes
- Indexing & Slicing of Matrices
- Summary Statistics
- Broadcasting & Vectorized Operations
- Boolean Arrays
- Linear Algebra
- System Performance
- Useful Numpy Functions
- More Resources
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Module 2(Part-1) - Python Pandas-Series
- Importing Modules
- Pandas Series
- Indexing
- Boolean Arrays
- Operations & Methods
- Modifying Series
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Module 2(Part-2) - Python Pandas-Dataframe
- Importing Modules
- Creating Dataframe
- Indexing,Selection & Slicing
- Conditional Selection
- Dropping Data
- Operations
- Modifying Dataframe
- Creating Columns
- Statistical Informations
- Reading External Data
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Module 3 - Matplotlib
- Importing Modules
- Basic Matplotlib Functions
- More Plotting Tools
- Plotting from a Dataset
- More Resources
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Module 4 - Seaborn
- Importing Modules
- Importing Dataset
- Seaborn vs Matplotlib
- Basic Seaborn Functions
- More Resources
Disclaimer:All the contents of this repository is not entirely created by me, some codes are a compilation of multiple courses that I have done online.
- i.https://numpy.org/doc/
- ii.https://www.tutorialspoint.com/numpy/index.htm
- iii.https://www.edureka.co/blog/python-numpy-tutorial/
- iv.https://pandas.pydata.org/docs/
- v.https://www.kaggle.com/learn/pandas
- vi.https://www.learndatasci.com/tutorials/python-pandas-tutorial-complete-introduction-for-beginners/
- vii.https://matplotlib.org/
- viii.http://index-of.co.uk/Tutorials/Matplotlib%20for%20Python%20Developers.pdf
- ix.http://seaborn.pydata.org/
- x.https://www.coursera.org/learn/understanding-visualization-data?
- xi.https://www.coursera.org/learn/python-data-analysis
- xii.https://notebooks.ai/max-davy/freecodecamp-intro-to-pandas-e1cb9701/lab
- xiii.https://jakevdp.github.io/PythonDataScienceHandbook/
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