从生命科学数据应用切入概率与统计Data Analysis for Life Sciences by HarvardX and Edx (每日更新)

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https://www.edx.org/xseries/data-analysis-life-sciences 将统计概率+R programming 用于生命科学研究的技能培训 p1-31: 统计与R
As Simple As Possible
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(1/31)
01 intro
01:40
02 get R started
06:27
03 download data from github
03:31
04 how to use Rstudio
04:32
05 how to use the textbook
01:36
06 download and save inside a probject
06:45
07 intro dplyr
08:30
08 motivation
05:06
09 Introduction to Random Variables
04:25
10 Introduction to Null Distributions
09:38
11 Probability Distributions
03:08
12 normal distribution
06:30
13 population parameter sample estimate
04:46
14 central limit theorem
06:30
15 central limit theorem in practice
03:45
16 T test
05:59
17 T test practice
03:03
18 statistical inference
01:38
19 Confidence Intervals
07:52
20 Power Calculations
07:02
21 Monte Carlo Simulation
05:48
22 Association Tests
08:29
23 Histogram
04:23
24 QQ-plot
03:37
25 Boxplot
02:48
26 Scatterplot
07:02
27 Symmetry of Log Ratios
01:50
28 Plots to Avoid
04:56
29 Avoid Pseudo 3D
01:20
30 Median, MAD, and Spearman Correlation
04:25
31 Mann-Whitney-Wilcoxon Test
03:03
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