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This course assumes no prior experience and can teach anyone how to use Python to analyze and visualize data. Stop using Excel and start harnessing the power of Python.
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What will you learn from this course?
1. What is Analytics
- Introduction to Analytics
- Analytics in Python
2. Python Basics for Analytics
- Getting Started
- Data Structures
- Control Flow and Built-in Functions
- Numpy an External Library
- Scipy an External Library
3. Reading Data
- Comma Separated Files
- JSON Files
- Raw Files
- Exercise: Reading Auto MPG Dataset
- Solution Review: Reading Auto MPG Dataset
4. Describing Data
- Statistics and Counts
- Reshaping the Data
- Exercise: Group By Aggregations
- Solution Review: Group By Aggregations
5. Cleaning Data
- Missing Data
- Outliers
- Scaling
- Categorical Data