Introduction to Computational Thinking and Data Science

开始时间: 04/22/2022 持续时间: 10 weeks

所在平台: EdxArchive 课程类别: 其他类别 大学或机构: MITx 授课老师： Eric Grimson John Guttag Ana Bell

课程主页: https://www.edx.org/archive/introduction-computational-thinking-data-mitx-6-00-2x-4

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课程详情

6.00.2x will teach you how to use computation to accomplish a variety of goals and provides you with a brief introduction to a variety of topics in computational problem solving . This course is aimed at students with some prior programming experience in Python and a rudimentary knowledge of computational complexity. You will spend a considerable amount of time writing programs to implement the concepts covered in the course. For example, you will write a program that will simulate a robot vacuum cleaning a room or will model the population dynamics of viruses replicating and drug treatments in a patient's body.

Topics covered include:

• Advanced programming in Python 3
• Knapsack problem, Graphs and graph optimization
• Dynamic programming
• Plotting with the pylab package
• Random walks
• Probability, Distributions
• Monte Carlo simulations
• Curve fitting
• Statistical fallacies

课程大纲

• Plotting with the pylab package
• Stochastic programming and statistical thinking
• Monte Carlo simulations

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