计算思维和数据科学导论

计算思维和数据科学导论

课程
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中文
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课程详情

教学大纲

Overview
EdX Introduction
Entrance Survey
Important Preliminary Survey
Week 1
Welcome!
Lecture 1 - Plotting
Problem Set 1
Week 2
Lecture 2 - Simulations and Random Walks
Problem Set 2
Week 3
Lecture 3 - Probability and Hashing
Lecture 4 - Stochastic Programming and Statistical Thinking
Week 4
Lecture 5 - Monte Carlo Simulations
Lecture 6 - Using Randomness to Solve Non-Random Problems
Problem Set 3
Week 5
Lecture 7 - Curve Fitting
Problem Set 4
Quiz
Quiz
Quiz Code Graders
Week 6
Lecture 8 - Knapsack Problem
Lecture 9 - Graphs and Graph Optimization
Problem Set 5
Week 7
Lecture 10 - More on Graphs
Lecture 11 - Machine Learning
Problem Set 6
Week 8
Lecture 12 - More on Machine Learning
Lecture 13 - Statistical Fallacies
Summary
Week 9
Guest Lectures - Research Videos
Bonus Content - Dynamic Programming (not tested)
Exit Survey
Important Exit Survey
Final Exam
Final Exam
Final Exam Code Graders
Sandbox
What is the Sandbox?
Practice - Problem Set 2
Practice - Problem Set 3
Practice - Problem Set 5
Practice - Problem Set 6
EXTRA Week 5
Problem Set 10
Statistical Fallacies
Optimization Problems
Exceptions
Test
EXTRA Week 7
Plotting
Simulations and Random Walks
Problem Set 7
EXTRA Week 8
Sampling and Monte Carlo Methods
Statistical Thinking
Problem Set 8
EXTRA Week 9
Using Randomness to Solve Non-Random Problems
Curve Fitting
Problem Set 9
EXTRA Week 11
More On Graphs
Dynamic Programming
Problem Set 11
EXTRA Week 13
Summary
Staff Use
OLD Chris Terman
Objects
OOP
Trees
OLD Midterm Exam 1
Midterm Exam 1
Midterm Exam Code Graders
OLD Midterm Exam 2
Midterm Exam 2
Midterm Exam Code Graders
OLD Final Exam
Final Exam
Final Exam
Final Exam Code Graders
Past Problem Sets
Old Exams

先决条件

没有。

讲师

  • Eric Grimson

平台

慕华(北京)网络技术有限公司旗下的学堂在线是免费公开的MOOC(大规模开放在线课程)平台,是教育部在线教育研究中心的研究交流和成果应用平台,致力于通过来自国内外一流名校开设的免费网络学习课程,为公众提供系统的高等教育,让每一个中国人都有机会享受优质教育资源。通过和清华大学在线教育研究中心、以及国内外知名大学的紧密合作,学堂在线将不断增加课程的种类和丰富程度。

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