Statistics & Mathematics for Data Science & Data Analytics
- Descrição
- Currículo
- FAQ
- Revisões
Are you aiming for a career in Data Science or Data Analytics?
Good news, you don’t need a Maths degree – this course is equipping you with the practical knowledge needed to master the necessary statistics.
It is very important if you want to become a Data Scientist or a Data Analyst to have a good knowledge in statistics & probability theory.
Sure, there is more to Data Science than only statistics. But still it plays an essential role to know these fundamentals ins statistics.
I know it is very hard to gain a strong foothold in these concepts just by yourself. Therefore I have created this course.
Why should you take this course?
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This course is the one course you take in statistic that is equipping you with the actual knowledge you need in statistics if you work with data
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This course is taught by an actual mathematician that is in the same time also working as a data scientist.
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This course is balancing both: theory & practical real-life example.
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After completing this course you ll have everything you need to master the fundamentals in statistics & probability need in data science or data analysis.
What is in this course?
This course is giving you the chance to systematically master the core concepts in statistics & probability, descriptive statistics, hypothesis testing, regression analysis, analysis of variance and some advance regression / machine learning methods such as logistics regressions, polynomial regressions , decision trees and more.
In real-life examples you will learn the stats knowledge needed in a data scientist’s or data analyst’s career very quickly.
If you feel like this sounds good to you, then take this chance to improve your skills und advance career by enrolling in this course.
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5IntroVídeo Aula
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6MeanVídeo Aula
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7Quiz: MeanQuestionário
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8MedianVídeo Aula
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9Quiz: MedianQuestionário
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10ModeVídeo Aula
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11Quiz: ModeQuestionário
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12Mean or Median?Vídeo Aula
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13SkewnessVídeo Aula
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14Practice: SkewnessVídeo Aula
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15Solution: SkewnessVídeo Aula
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16Range & IQRVídeo Aula
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17Sample vs. PopulationVídeo Aula
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18Variance & Standard deviationVídeo Aula
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19Quiz: VarianceQuestionário
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20Impact of Scaling & ShiftingVídeo Aula
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21Statistical momentsVídeo Aula
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29IntroVídeo Aula
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30Probability BasicsVídeo Aula
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31Calculating Simple ProbabilitiesVídeo Aula
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32Practice: Simple ProbabilitiesVídeo Aula
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33Quick solution: Simple ProbabilitesVídeo Aula
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34Detailed solution: Simple ProbabilitiesVídeo Aula
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35Rule of additionVídeo Aula
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36Practice: Rule of additionVídeo Aula
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37Quick solution: Rule of additionVídeo Aula
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38Detailed solution: Rule of additionVídeo Aula
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39Rule of multiplicationVídeo Aula
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40Practice: Rule of multiplicationVídeo Aula
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41Solution: Rule of multiplicationVídeo Aula
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42Bayes TheoremVídeo Aula
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43Bayes Theorem - Practical exampleVídeo Aula
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44Expected valueVídeo Aula
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45Practice: Expected valueVídeo Aula
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46Solution: Expected valueVídeo Aula
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47Law of Large NumbersVídeo Aula
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48Central Limit Theorem - TheoryVídeo Aula
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49Central Limit Theorem - IntuitionVídeo Aula
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50Central Limit Theorem - ChallengeVídeo Aula
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51Central Limit Theorem - ExerciseVídeo Aula
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52Central Limit Theorem - SolutionVídeo Aula
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53Quiz: Bayes TheoremQuestionário
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54Binomial distributionVídeo Aula
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55Poisson distribtuionVídeo Aula
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56Real life problemsVídeo Aula
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57IntroVídeo Aula
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58What is an hypothesis?Vídeo Aula
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59Significance level and p-valueVídeo Aula
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60Type I and Type II errorsVídeo Aula
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61Confidence intervals and margin of errorVídeo Aula
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62Excursion: Calculating sample size & powerVídeo Aula
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63Performing the hypothesis testVídeo Aula
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64Practice: Hypothesis testVídeo Aula
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65Solution: Hypothesis testVídeo Aula
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66t-test and t-distributionVídeo Aula
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67Proportion testingVídeo Aula
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68Important p-z pairsVídeo Aula
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69Quiz: Hypothesis TestingQuestionário
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70IntroVídeo Aula
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71Linear RegressionVídeo Aula
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72Correlation coefficientVídeo Aula
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73Practice: CorrelationVídeo Aula
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74Solution: CorrelationVídeo Aula
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75Practice: Linear RegressionVídeo Aula
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76Solution: Linear RegressionVídeo Aula
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77Residual, MSE & MAEVídeo Aula
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78Practice: MSE & MAEVídeo Aula
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79Solution: MSE & MAEVídeo Aula
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80Coefficient of determinationVídeo Aula
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81Root Mean Square ErrorVídeo Aula
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82Practice: RMSEVídeo Aula
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83Solution: RMSEVídeo Aula
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84Quiz: RegressionQuestionário