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solutions to a 4 weeks course in data science using python
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Python for Data Science
Solutions and exemplary problems coded while attending a 4 weeks course in data science using Python offered by Indian Institute of Technology Madras, India. Python for Data Science
By Prof. Ragunathan Rengasamy | IIT Madras Course Begin: July 25, 2022
Course Exam (Programming Test): September 16, 2022 (Duration of the session will be 3 hrs)
Course Exam (Theory Test): September 25, 2022
Course Results: October 14, 2022
Course layout
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
Week 3:
- Pandas dataframe and dataframe related operations on Toyota Corolla dataset
- Reading files
- Exploratory data analysis
- Data preparation and preprocessing
- Scatter plot
- Line plot
- Bar plot
- Histogram
- Box plot
- Pair plot
- if-else family
- for loop
- for loop with if break
- while loop
Week 4: CASE STUDY
- Regression
- Predicting price of pre-owned cars
