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Python-for-Data-Science-and-Machine-Learning-Bootcamp

This repository is based on the online classes I did with Udemy to leverage Python to solve Data Science problems. The instructor Jose Portilla, a Data Scientist himself lectured the course which is worth taking. I will only post the iPython notebooks and they will be posted as I finish them myself. This helps me to keep a track of my studies and also refer to it on the fly while I am at work. Reference: https://www.udemy.com/python-for-data-science-and-machine-learning-bootcamp/learn/v4/overview

Following are the topics posted-

1. Python Crash Course
2. NumPy (Numeric Python)
3. Pandas
4. Matplotlib
5. Seaborn
6. Pandas Built-in Data Visualization
7. Plotly and Cufflinks
8. Geograhical Plotting
9. Data - Capstone Project
10. Linear Regression
11. Logistic Regression
12. K-Nearest Neighbors
13. Decision Trees and Random Forests
14. Support Vector Machines
15. K-Means Clustering
16. Principal Component Analysis