只发现了这一个Open Course系统),博士应邀访问研究所并讲述生物统计学短期课程

2015年4月7日至9日,美国范德比尔特大学医学院(Vanderbilt University
School of
Medicine)生物统计学、生物信息学、癌症生物学和卫生政策学教授(Professor
of Biostatistics, Biomedical Informatics, Cancer Biology, and Health
Policy) Yu Shyr
博士应邀访问研究所并讲述生物统计学短期课程。课程内容包括:1、Design and
Conduct of Biomedical Research. 2、Analysis of Biomedical Research.
魏丽萍博士主持讲座。

2012年4月12日,美国范德堡大学(Vanderbilt University)教授Yu
Shyr博士应邀访问研究所并举办学术讲座。讲座的题目为:Recent Developments
of the Statistical Bioinformatics Approaches to Designing and Analyzing
Sequencing Data。魏丽萍博士主持讲座。

1. Coursera

  • 吴恩达 Coursera Machine
    Learning
    无需翻墙,可购买证书,不买也能听
  • Coursera的其他课程现在好像都要收费了,有free
    trial,也可以申请financial aid

Introduction:

图片 1

2. edX

  • edX 目前不收费,如果需要购买证书也需要付费,一般在400-600RMB不等
  • edX上不仅有大学出品的课程,还有Microsoft等公司出品的课程
  • MIT Introduction to computational thinking and data
    science
    虽然名字里有data science, 归类是computer science
    课程在Youtube上也有
    每周需要15hours
    部分课程简介:
    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.
    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

    总的来说,这个课程对python要求较高,如果不达标,请补前课
  • MIT Introduction to Computer Science and Programming Using
    Python
    也就是上门课的前一门,教如何使用python,
    也涉及部分算法和数据结构,同样是每周15hours,同样在Youtube上有
  • 如果上面两门太难了:
    Microsoft Introduction to Python for Data
    Science
    课程的syllabus如下:
    Explore Python language fundamentals, including basic syntax,
    variables, and types
    Create and manipulate regular Python lists
    Use functions and import packages
    Build Numpy arrays, and perform interesting calculations
    Create and customize plots on real data
    Supercharge your scripts with control flow, and get to know the
    Pandas DataFrame

    总的来说,就是教你用python处理数据
    证书比较贵,要657CNY(上面两个是300多/each)
  • Columbia Statistical Thinking for Data Science and
    Analytics
    课程内容:
    Data collection, analysis and inference
    Data classification to identify key traits and customers
    Conditional Probability-How to judge the probability of an event,
    based on certain conditions
    How to use Bayesian modeling and inference for forecasting and
    studying public opinion
    Basics of Linear Regression
    Data Visualization: How to create use data to create compelling
    graphics

    偏重统计,课程也涉及了应用(也是657= =)
  • Columbia Machine Learning for Data Science and
    Analytics
    同样来自Columbia大学,和上面那门一看就很像,这门课目前评价不高
  • 除此之外,edX上还有不少好课,比如Harvard的Justice,如果你需要拿个证书的话……

Prof. Yu Shyr from Vanderbilt University will come to NIBS again to
teach a short course on Advanced Biostatistics from Apr.7-9.
Biostatistics is critical to most biological research in terms of
rigorous data analysis and experiment design. In the past three years
Prof. Shyr had taught “Introduction to Biostatistics” and “Biostatistics
with case study and R” at NIBS. He is an excellent teacher and many
students in the past three years had loved his course. We have
videotaped his previous years’ lectures. If you want to watch the videos
of the intro course before you take his advanced course this time,
please ask students in Liping Wei’s lab to make a copy for you. This
year’s course will cover the following topics:

Abstract:

3. Udacity(待补充)

  • 目前接触的比较少,似乎有data anlytics的纳米学位?