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-
- Python Crash Course
- NumPy (Numeric Python)
- Pandas
- Matplotlib
- Seaborn
- Pandas Built-in Data Visualization
- Plotly and Cufflinks
- Geograhical Plotting
- Data - Capstone Project
- Linear Regression
- Logistic Regression
- K-Nearest Neighbors
- Decision Trees and Random Forests
- Support Vector Machines
- K-Means Clustering
- Principal Component Analysis