Week 1: BASICS OF PYTHON SPYDER (TOOL)• Introduction Spyder
• Setting working Directory
• Creating and saving a script file
• File execution, clearing console, removing variables from environment, clearing environment
• Commenting script files
• Variable creation
• Arithmetic and logical operators
• Data types and associated operations
Week 2: Sequence data types and associated operations
• Strings
• Lists
• Arrays
• Tuples
• Dictionary
• Sets
• Range
NumPy
• ndArray
Week 3:
Pandas dataframe and dataframe related operations on Toyota Corolla dataset
- Reading files
- Exploratory data analysis
- Data preparation and preprocessing
Data visualization on Toyoto Corolla dataset using matplotlib and seaborn libraries
- Scatter plot
- Line plot
- Bar plot
- Histogram
- Box plot
- Pair plot
Control structures using Toyota Corolla dataset
- if-else family
- for loop
- for loop with if break
- while loop
Functions
Week 4: CASE STUDY
Regression
- Predicting price of pre-owned cars
Classification
- Classifying personal income
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