- From www.xuetangx.com
计算思维和数据科学导论
Course
zh
Chinese
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- Introductive Level
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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