Day1: Introduction to Python
- What is Python?
- Why Python?
- Installation of Anaconda
- Data Types
- Data Structure
- Control Structure
- Functions
- Summary and Conclusion
- Online Test 1
Day2: Data Science Introduction
- Data Scientist, Application of Data Science
- Numpy
- Array Creation using List,
- Arange, ones, Zeros
- Array Manipulation
- Array Data Types and Dimension
- Reshape Array
- Array Slicing
- Numpy Matrix Manipulation
- Pandas
- Series
- Dataframe
- Summary and Conclusion
- Online Test2
Day3: Data Science Case Study
- Reading CSV and Excel File using Pandas
- Data Frame Manipulation
- Matplotlib
- Real Time Case Study using
- numpy, pandas, marplotlib
- Descriptive Statistics
- Informative Statistics
- Data Cleaning
- Mean Value
- Standard deviation
- Correlation
- Outlier
- Summary and Conclusion
- Online Test3