Data Science using Python offered by IIT Kanpur
4.0 /5- Public/Government Institute
- Estd. 1959
Data Science using Python at IIT Kanpur Overview
Duration | 6 weeks |
Total fee | ₹4,237 |
Mode of learning | Online |
Credential | Certificate |
Data Science using Python at IIT Kanpur Highlights
- Earn a certificate of completion from E & ICT Academy, IIT Kanpur
- Learn from online lectures with high-quality videos
- Hands on training for practical exposure
Data Science using Python at IIT Kanpur Course details
- For students who are pursuing professional graduate/post-graduate courses related to computer science or Information Technology
- For computer science and engineering teachers/faculties
- For IT professionals, who wish to acquire new skills or improve their existing skills
- Understand the fundamentals of data science
- Use Python for computational science and engineering
- Analyze & plot the errors
- Understand different types of interpolations
- Use ODE solvers and PDE solvers
- Boost your hireability through innovative and independent learning
- The participant will learn computational science and engineering with the help of the Python programming language
- This course covers the fundamental concepts of python variables, functions, and packages
- Then it introduces control structures and basic numerical algorithms
- Also learn about interpolation, integration, differentiation, ODE and PDE solvers, and basic linear algebra
Data Science using Python at IIT Kanpur Curriculum
About computer, python: Variables and Array
Introduction to computers
Python variables
Numpy arrays and its functions
Python: Control structures, Programming style
Basic python control structures
Python packages and programming style
Some suggestions on programming
Plotting, Errors, Data input/output
Plotting functions in Python
Errors analysis & Nondimensionalization
Data I/O & Mayavi
Interpolation
Lagrange Interpolation scheme
Interpolation two dimensions
Numerical Integration
Integration using Newton-Cotes
Integration using Gaussian quadrature
Gaussian quadrature continued
Differentiation, ODE solvers
Numerical differentiation of functions
Ordinary differential equations solver
ODE solver continued
Forier transforms, PDE solvers
DiscreteFourier transform
PDE solver: Diffusion equation in spectral method
PDE solver: Diffusion equation using finite difference
PDE solver: Wave equation using finite difference
Linear Algebra, Summary
Ax = b using the Gaussian elimination method
Conclusion
Data Science using Python at IIT Kanpur Entry Requirements
- Prerequisite: Basic mathematical calculation skills and logical skills
Other courses offered by IIT Kanpur
4.74 years
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Data Science using Python at IIT Kanpur Contact Information
Indian Institute of Technology, Kalyanpur
Kanpur ( Uttar Pradesh)
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