Statistics - A Full University Course on Data Science Basics

Опис:

Learn the essentials of statistics in this complete course. This course introduces the various methods used to collect, organize, summarize, interpret and reach conclusions about data. An emphasis is placed on demonstrating that statistics is more than mathematical calculations. By using examples gathered from real life, students learn to use statistical methods as analytical tools to develop generalizations and meaningful conclusions in their field of study. (0:00:00) What is statistics (0:33:34) Sampling (1:21:20) Experimental design (2:00:32) Randomization (2:16:25) Frequency histogram and distribution (2:35:58) Time series, bar and pie graphs (3:10:10) Frequency table and stem-and-leaf (3:39:41) Measures of central tendency (4:11:56) Measure of variation (4:58:35) Percentile and box-and-whisker plots (5:24:58) Scatter diagrams and linear correlation (6:39:54) Normal distribution and empirical rule (7:05:39) Z-score and probabilities (7:45:11) Sampling distributions and the central limit theorem