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来源:www.udacity.com
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等级:入门
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统计与概率
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语言:英语
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关于内容
Statistics is about extracting meaning from data. In this class, we will introduce techniques for visualizing relationships in data and systematic techniques for understanding the relationships using mathematics.
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课程大纲
Lesson 1: Visualizing relationships in data
Seeing relationships in data and predicting based on them; Simpson's paradoxLesson 2: Probability
Probability; Bayes Rule; Correlation vs. CausationLesson 3: Estimation
Maximum Likelihood Estimation; Mean, Median, Mode; Standard Deviation, VarianceLesson 4: Outliers and Normal Distribution
Outliers, Quartiles; Binomial Distribution; Central Limit Theorem; Manipulating Normal DistributionLesson 5: Inference
Confidence intervals; Hypothesis TestingLesson 6: Regression
Linear regression; correlation ###Lesson 7: Final Exam
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教师
- Sebastian Thrun - Sebastian Thrun is a Research Professor of Computer Science at Stanford University, a Google Fellow, a member of the National Academy of Engineering and the German Academy of Sciences. Thrun is best known for his research in robotics and machine learning, specifically his work with self-driving cars.
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Udacity est une entreprise fondé par Sebastian Thrun, David Stavens, et Mike Sokolsky offrant cours en ligne ouvert et massif.
Selon Thrun, l'origine du nom Udacity vient de la volonté de l'entreprise d'être "audacieux pour vous, l'étudiant ". Bien que Udacity se concentrait à l'origine sur une offre de cours universitaires, la plateforme se concentre désormais plus sur de formations destinés aux professionnels.
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