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MVP189
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Learning AI
Machine Learning cơ bản
en
English
Statistics and Math
Become a Probability & Statistics Master
0 students
Last updated
Dec 2024
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Overview
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Course content
Sections:
1
•
Activities:
1
•
Resources:
65
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Section 1
Contents
Announcements
001 Hi START HERE Course overview gitir
004 Introduction to visualizing data gitir
007 One way tables gitir
010 Bar graphs and pie charts gitir
013 Line graphs and ogives gitir
016 Two way tables gitir
019 Venn diagrams gitir
022 Frequency tables and dot plots gitir
025 Relative frequency tables gitir
028 Joint distributions gitir
031 Histograms and stem and leaf plots gitir
034 Building histograms from data sets gitir
037 Introduction to analyzing data gitir
040 Measures of central tendency gitir
043 Measures of spread gitir
046 Changing the data and outliers gitir
049 Box and whisker plots gitir
052 Introduction to data distributions gitir
055 Mean variance and standard deviation gitir
058 Frequency histograms and polygons and density curves gitir
061 Symmetric and skewed distributions and outliers gitir
064 Normal distributions and z scores gitir
067 Chebyshev s Theorem gitir
070 Introduction to probability gitir
073 Simple probability gitir
076 The addition rule and union vs intersection gitir
079 Independent and dependent events and conditional probability gitir
082 Bayes Theorem gitir
085 Introduction to discrete random variables gitir
088 Discrete probability gitir
091 Transforming random variables gitir
094 Combinations of random variables gitir
097 Permutations and combinations gitir
100 Binomial random variables gitir
103 Poisson distributions gitir
106 At least and at most and mean variance and standard deviation gitir
109 Bernoulli random variables gitir
112 Geometric random variables gitir
115 Introduction to sampling gitir
118 Types of studies gitir
121 Sampling and bias gitir
124 Sampling distribution of the sample mean gitir
127 Conditions for inference with the SDSM gitir
130 Sampling distribution of the sample proportion gitir
133 Conditions for inference with the SDSP gitir
136 The student s t distribution gitir
139 Confidence interval for the mean gitir
142 Confidence interval for the proportion gitir
145 Introduction to hypothesis testing gitir
148 Inferential statistics and hypotheses gitir
151 Significance level and type I and II errors gitir
154 Test statistics for one and two tailed tests gitir
157 The p value and rejecting the null gitir
160 Hypothesis testing for the population proportion gitir
163 Confidence interval for the difference of means gitir
166 Hypothesis testing for the difference of means gitir
169 Matched pair hypothesis testing gitir
172 Confidence interval for the difference of proportions gitir
175 Hypothesis testing for the difference of proportions gitir
178 Introduction to regression gitir
181 Scatterplots and regression gitir
184 Correlation coefficient and the residual gitir
187 Coefficient of determination and RMSE gitir
190 Chi square tests gitir
196 Wrap up gitir
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Become a Probability & Statistics Master
Course modified date:
29 Dec 2024
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