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Uedu Open / Computational Methods of Scientific Programming
12.010

Computational Methods of Scientific Programming

Prof. Thomas Herring, Dr. Chris Hill | Fall 2024
Data Science, Analytics & Computer Technology Programming & Coding Algorithms and Data Structures Computer Science Engineering Systems Engineering Computational Science and Engineering Programming Languages
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CC BY-NC-SA 4.0
Course introduction
This introductory course exposes students to modern programming methods and techniques used in practice by physical scientists today. Emphasis is placed on code design, algorithm development/verification, and comparative advantages/disadvantages of different languages (including Python, Julia, and C/C++) and tools (including Jupyter, machine learning from data or models, and cloud and high-performance computing workflows). Students are introduced to and work with common programming tools, types of problems, and techniques for solving a variety of data-analytic and equation-modeling scenarios from real research: examination visualization techniques; basic numerical analysis; methods of dissemination and verification; and practices for reproducible work, version control, documentation, and sharing/publication.
Course Information
SourceMIT 開放式課程
DepartmentEarth, Atmospheric, and Planetary Sciences
LanguageEnglish
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