Python-for-DataScience-and-MachineLearning

Libraries

Data Analysis

• numpy
• pandas
• scipy

Data Visualization

• matplotlib
• seaborn
• plotly
• cufflinks

Machine Learning

• scikit-learn

Natural Language Processing

• nltk

Image Processing

• opencv

Neural Nets and Deep Learning

• tensorflow
• keras
• pyTorch

Data Visualization Tool

• tableau

Big Data

• Hadoop
• Spark

Tutorials

• https://www.kaggle.com/kanncaa1/data-sciencetutorial-for-beginners
• https://www.kaggle.com/getting-started/114864
• https://www.kaggle.com/ashishpatel26/useful-data-science-notebooks-from-github
• https://analyticsindiamag.com/top-ten-kaggle-notebooks-for-data-science-enthusiasts-in-2021/
• https://elitedatascience.com/beginner-kaggle

Notebook

• https://www.kaggle.com/abdullahabid10/titanic-survival-prediction-complete-tutorial/notebook
• https://www.kaggle.com/startupsci/titanic-data-science-solutions

Python refrences

• https://docs.python.org/3/tutorial/
• http://net-informations.com/python/default.htm

Data Science and ML refrences

• https://jakevdp.github.io/PythonDataScienceHandbook/
• https://stanford.edu/~shervine/teaching/cs-229/
• https://medium.com/machine-learning-in-practice/cheat-sheet-of-machine-learning-and-python-and-math-cheat-sheets-a4afe4e791b6

Projects

1. SF Salaries