Python for Data Science
Offered By: Indian Institute of Technology Madras via Swayam
Course Description
Overview
The course aims at equipping participants to be able to use python programming for solving data science problems.INTENDED AUDIENCE : Final Year UndergraduatesPRE-REQUISITES : Knowledge of basic data science algorithms
Syllabus
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
• ndArrayWeek 3:
•Pandas dataframe and dataframe related operations on Toyota Corolla dataset
Week 4:CASE STUDY
•Regression
•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
• ndArrayWeek 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
- Classifying personal income
Taught by
Prof. Raghunathan Rengasamy
Tags
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