计算思维和数据科学导论

计算思维和数据科学导论

Course
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  • From www.xuetangx.com
More info
  • Introductive Level

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Course details

Syllabus

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

Prerequisite

None.

Instructors

  • Eric Grimson

Platform

Founded by Tsinghua University in October 2013, XuetangX is the world’s first Chinese MOOC platform and serves as the research and application platform for the Ministry of Education (MOE) Research Center for Online Education. XuetangX has been awarded as one of the national first batch of demonstration base projects for innovation and entrepreneurship. Besides, XuetangX also works with the International Center for Engineering Education (ICEE) under the auspices of UNESCO and supports its online portion. By the end of June 2018, with a total of 25 million enrollments and more than 1,500 online courses from 13 disciplined fields, XuetangX has accumulated over 12 million registered users, covering 209 countries and regions.

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