diff --git a/images/datascience.svg b/images/datascience.svg index 7618cd4..2ebb734 100644 --- a/images/datascience.svg +++ b/images/datascience.svg @@ -1,3 +1,3 @@ -Data ScientistData ScientistMatrices & Linear Algebra FundamentalsMatrices & Linear Algebra Fu...Database BasicsDatabase BasicsRelational vs. non-relational databasesRelational vs. non-relational databasesSQL + Joins (Inner, Outer, Cross, Theta Join)SQL + Joins (Inner, Outer, Cross, Thet...NoSQLNoSQLTabular DataTabular DataData Frames & Series%3CmxGraphModel%3E%3Croot%3E%3CmxCell%20id%3D%220%22%2F%3E%3CmxCell%20id%3D%221%22%20parent%3D%220%22%2F%3E%3CmxCell%20id%3D%222%22%20value%3D%22Tabular%20Data%22%20style%3D%22rounded%3D1%3BwhiteSpace%3Dwrap%3Bhtml%3D1%3B%22%20vertex%3D%221%22%20parent%3D%221%22%3E%3CmxGeometry%20x%3D%22170%22%20y%3D%22350%22%20width%3D%22170%22%20height%3D%2230%22%20as%3D%22geometry%22%2F%3E%3C%2FmxCell%3E%3C%2Froot%3E%3C%2FmxGraphModel%3EData Frames & Series%3CmxGra...Extract, Transform, Load (ETL)Extract, Transform, Load (ET...Reporting vs BI vs AnalyticsReporting vs BI vs AnalyticsData FormatsData FormatsJSONJSONXMLXMLRegular Expressions (RegEx)Regular Expressions (RegEx)Probability TheoryProbability TheoryProbability distributionProbability distributionRandomness, random variable and random sampleRandomness, random variable and...Conditional probability and Bayes' theoremConditional probability and...(Statistical) independence(Statistical) independenceiidiidcdf, pdf, pmfcdf, pdf, pmfContinuous distributions (pdf's)Continuous distributions (pd...Cumulative distribution function (cdf)Cumulative distribution function (cd...Probability density function (pdf)Probability density function (pdf)Probability mass function (pmf)Probability mass function (pmf)Normal / GaussianNormal / GaussianUniform (continuous)Uniform (continuous)BetaBetaDirichletDirichletExponentialExponentialUniform (discrete)Uniform (discrete)Discrete distributions (pmf's)Discrete distributions (pmf'... χ2 (chi-squared) χ2 (chi-squared)BinomialBinomialMultinomialMultinomialHypergeometricHypergeometricPoissonPoissonExpectation and meanExpectation and meanImportant LawsImportant LawsSummary statisticsSummary statisticsEstimationEstimationHypothesis TestingHypothesis TestingConfidence Interval (CI)%3CmxGraphModel%3E%3Croot%3E%3CmxCell%20id%3D%220%22%2F%3E%3CmxCell%20id%3D%221%22%20parent%3D%220%22%2F%3E%3CUserObject%20label%3D%22Important%20Laws%22%20id%3D%222%22%3E%3CmxCell%20style%3D%22rounded%3D1%3BwhiteSpace%3Dwrap%3Bhtml%3D1%3B%22%20vertex%3D%221%22%20parent%3D%221%22%3E%3CmxGeometry%20x%3D%22360%22%20y%3D%22740%22%20width%3D%22170%22%20height%3D%2230%22%20as%3D%22geometry%22%2F%3E%3C%2FmxCell%3E%3C%2FUserObject%3E%3C%2Froot%3E%3C%2FmxGraphModel%3EConfidence Interval (CI)%3Cm...Monte Carlo MethodMonte Carlo MethodGeometricGeometricVariance and standard deviation (sd)Variance and standard deviation (...Covariance and correlationCovariance and correlationMedian, quartileMedian, quartileInterquartile rangeInterquartile rangePercentile / quantilePercentile / quantileModeModeLaw of large numbers (LLN)Law of large numbers (LLN)Central limit theorem (CLT)Central limit theorem (CL...Maximum Likelihood Estimation (MLE)Maximum Likelihood Estimation (ML...Kernel Density Estimation (KDE)Kernel Density Estimation (KDE)p-Valuep-ValueChi2 testChi2 testF-testF-testt-testt-testPython BasicsPython BasicsImportant librariesImportant librariesVirtual EnvironmentsVirtual EnvironmentsExpressionsExpressionsVariablesVariablesData StructuresData StructuresFunctionsFunctionsInstall packages (via pip, conda or similar)Install packages (via pip, conda or si...Codestyle, e.g. PEP8Codestyle, e.g. PEP8NumpyNumpyPandasPandasEcosystemEcosystemManipulate Data FramesManipulate Data FramesSubsetting DataSubsetting DataReading CSV and raw dataReading CSV and raw dataFundamentalsFundamentalsStatisticsStatisticsPython ProgrammingPython ProgrammingChart Suggestions thought starterChart Suggestions thought st...Exploratory Data Analysis / Data Munging / - WranglingExploratory Data Analysis /...PythonPythonMatplotlibMatplotlibplotnine (like ggplot in R)plotnine (like ggplot in R)Vega-LiteVega-LiteD3.jsD3.jsTableauTableauDashDash Dimensionality & Numerosity ReductionDimensionality & Numerosity...VisualizationVisualizationNormalizationNormalizationData Scrubbing, Handling Missing ValuesData Scrubbing,...Unbiased EstimatorsUnbiased EstimatorsBinning sparse valuesBinning sparse valuesFeature ExtractionFeature ExtractionDenoisingDenoisingSamplingSamplingPrincipal Component Analysis (PCA)Principal Component Analysis...Machine LearningMachine LearningData EngineerData EngineerCSVCSVAwesome Public DatasetsAwesome Public DatasetsKaggleKaggleJupyter Notebooks / LabJupyter Notebooks / LabWebWebDashboardsDashboardsBIBIPowerBIPowerBIseabornseabornipyvolume (3D data)ipyvolume (3D data)streamlitstreamlitData SourcesData SourcesSome boxes link to additional ressourcesSome boxes link to additional ress...Interactive version oni.am.ai/roadmapInteractive version on...Viewer does not support full SVG 1.1 \ No newline at end of file +Data ScientistData ScientistMatrices & Linear Algebra FundamentalsMatrices & Linear Algebra Fu...Database BasicsDatabase BasicsRelational vs. non-relational databasesRelational vs. non-relational databasesSQL + Joins (Inner, Outer, Cross, Theta Join)SQL + Joins (Inner, Outer, Cross, Thet...NoSQLNoSQLTabular DataTabular DataData Frames & Series%3CmxGraphModel%3E%3Croot%3E%3CmxCell%20id%3D%220%22%2F%3E%3CmxCell%20id%3D%221%22%20parent%3D%220%22%2F%3E%3CmxCell%20id%3D%222%22%20value%3D%22Tabular%20Data%22%20style%3D%22rounded%3D1%3BwhiteSpace%3Dwrap%3Bhtml%3D1%3B%22%20vertex%3D%221%22%20parent%3D%221%22%3E%3CmxGeometry%20x%3D%22170%22%20y%3D%22350%22%20width%3D%22170%22%20height%3D%2230%22%20as%3D%22geometry%22%2F%3E%3C%2FmxCell%3E%3C%2Froot%3E%3C%2FmxGraphModel%3EData Frames & Series%3CmxGra...Extract, Transform, Load (ETL)Extract, Transform, Load (ET...Reporting vs BI vs AnalyticsReporting vs BI vs AnalyticsData FormatsData FormatsJSONJSONXMLXMLRegular Expressions (RegEx)Regular Expressions (RegEx)Probability TheoryProbability TheoryProbability distributionProbability distributionRandomness, random variable and random sampleRandomness, random variable and...Conditional probability and Bayes' theoremConditional probability and...(Statistical) independence(Statistical) independenceiidiidcdf, pdf, pmfcdf, pdf, pmfContinuous distributions (pdf's)Continuous distributions (pd...Cumulative distribution function (cdf)Cumulative distribution function (cd...Probability density function (pdf)Probability density function (pdf)Probability mass function (pmf)Probability mass function (pmf)Normal / GaussianNormal / GaussianUniform (continuous)Uniform (continuous)BetaBetaDirichletDirichletExponentialExponentialUniform (discrete)Uniform (discrete)Discrete distributions (pmf's)Discrete distributions (pmf'... χ2 (chi-squared) χ2 (chi-squared)BinomialBinomialMultinomialMultinomialHypergeometricHypergeometricPoissonPoissonExpectation and meanExpectation and meanImportant LawsImportant LawsSummary statisticsSummary statisticsEstimationEstimationHypothesis TestingHypothesis TestingConfidence Interval (CI)%3CmxGraphModel%3E%3Croot%3E%3CmxCell%20id%3D%220%22%2F%3E%3CmxCell%20id%3D%221%22%20parent%3D%220%22%2F%3E%3CUserObject%20label%3D%22Important%20Laws%22%20id%3D%222%22%3E%3CmxCell%20style%3D%22rounded%3D1%3BwhiteSpace%3Dwrap%3Bhtml%3D1%3B%22%20vertex%3D%221%22%20parent%3D%221%22%3E%3CmxGeometry%20x%3D%22360%22%20y%3D%22740%22%20width%3D%22170%22%20height%3D%2230%22%20as%3D%22geometry%22%2F%3E%3C%2FmxCell%3E%3C%2FUserObject%3E%3C%2Froot%3E%3C%2FmxGraphModel%3EConfidence Interval (CI)%3Cm...Monte Carlo MethodMonte Carlo MethodGeometricGeometricVariance and standard deviation (sd)Variance and standard deviation (...Covariance and correlationCovariance and correlationMedian, quartileMedian, quartileInterquartile rangeInterquartile rangePercentile / quantilePercentile / quantileModeModeLaw of large numbers (LLN)Law of large numbers (LLN)Central limit theorem (CLT)Central limit theorem (CL...Maximum Likelihood Estimation (MLE)Maximum Likelihood Estimation (ML...Kernel Density Estimation (KDE)Kernel Density Estimation (KDE)p-Valuep-ValueChi2 testChi2 testF-testF-testt-testt-testPython BasicsPython BasicsImportant librariesImportant librariesVirtual EnvironmentsVirtual EnvironmentsExpressionsExpressionsVariablesVariablesData StructuresData StructuresFunctionsFunctionsInstall packages (via pip, conda or similar)Install packages (via pip, conda or si...Codestyle, e.g. PEP8Codestyle, e.g. PEP8NumpyNumpyPandasPandasEcosystemEcosystemManipulate Data FramesManipulate Data FramesSubsetting DataSubsetting DataReading CSV and raw dataReading CSV and raw dataFundamentalsFundamentalsStatisticsStatisticsPython ProgrammingPython ProgrammingChart Suggestions thought starterChart Suggestions thought st...Exploratory Data Analysis / Data Munging / - WranglingExploratory Data Analysis /...PythonPythonMatplotlibMatplotlibplotnine (like ggplot in R)plotnine (like ggplot in R)Vega-LiteVega-LiteD3.jsD3.jsTableauTableauDashDash Dimensionality & Numerosity ReductionDimensionality & Numerosity...VisualizationVisualizationNormalizationNormalizationData Scrubbing, Handling Missing ValuesData Scrubbing,...Unbiased EstimatorsUnbiased EstimatorsBinning sparse valuesBinning sparse valuesFeature ExtractionFeature ExtractionDenoisingDenoisingSamplingSamplingPrincipal Component Analysis (PCA)Principal Component Analysis...Machine LearningMachine LearningData EngineerData EngineerCSVCSVAwesome Public DatasetsAwesome Public DatasetsKaggleKaggleJupyter Notebooks / LabJupyter Notebooks / LabWebWebDashboardsDashboardsBIBIPowerBIPowerBIseabornseabornipyvolume (3D data)ipyvolume (3D data)streamlitstreamlitData SourcesData SourcesSome boxes link to additional ressourcesSome boxes link to additional ress...Interactive version oni.am.ai/roadmapInteractive version on...Viewer does not support full SVG 1.1 \ No newline at end of file diff --git a/images/datascience.xml b/images/datascience.xml index 988ba77..f407dfa 100644 --- a/images/datascience.xml +++ b/images/datascience.xml @@ -1,7 +1,7 @@ - + - + @@ -441,12 +441,12 @@ - + - +