diff --git a/images/datascience.svg b/images/datascience.svg index dab5f3d..23c9cb0 100644 --- a/images/datascience.svg +++ b/images/datascience.svg @@ -1,3 +1,3 @@ -Data ScientistData ScientistProbability 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 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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-testStatisticsStatisticsChart Suggestions thought starterChart Suggestions thought st...PythonPythonMatplotlibMatplotlibplotnine (like ggplot in R)plotnine (like ggplot in...Vega-LiteVega-LiteD3.jsD3.jsTableauTableauDashDash VisualizationVisualizationMachine LearningMachine LearningWebWebDashboardsDashboardsBIBIPowerBIPowerBIseabornseabornipyvolume (3D data)ipyvolume (3D data)streamlitstreamlitBokehBokehViewer does not support full SVG 1.1 \ No newline at end of file diff --git a/images/datascience.xml b/images/datascience.xml index 9de4eb7..fb8bb62 100644 --- a/images/datascience.xml +++ b/images/datascience.xml @@ -1,11 +1,11 @@ - + - + - + @@ -23,7 +23,7 @@ - + @@ -571,7 +571,7 @@ - + diff --git a/images/fundamentals.svg b/images/fundamentals.svg index 299e94d..8f37bfb 100644 --- a/images/fundamentals.svg +++ b/images/fundamentals.svg @@ -1,3 +1,3 @@ -FundamentalsFundamentalsMatrices & 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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. PEP8NumpyNumpyPandasPandasBasicsBasicsPython ProgrammingPython ProgrammingExploratory Data Analysis / Data Munging / - WranglingExploratory Data Analysis /...Dimensionality & Numerosity ReductionDimensionality & Numerosity...NormalizationNormalizationData Scrubbing, Handling Missing ValuesData Scrubbing,...Unbiased EstimatorsUnbiased EstimatorsBinning sparse valuesBinning sparse valuesFeature ExtractionFeature ExtractionDenoisingDenoisingSamplingSamplingPrincipal Component Analysis (PCA)Principal Component Analysis...CSVCSVAwesome Public DatasetsAwesome Public DatasetsKaggleKaggleJupyter Notebooks / LabJupyter Notebooks / LabData SourcesData SourcesSome boxes link to additional resourcesSome boxes link to additional reso...Interactive version oni.am.ai/roadmapInteractive version on...Data ScientistData ScientistData EngineerData EngineerData MiningData MiningWeb ScrapingWeb ScrapingViewer does not support full SVG 1.1 \ No newline at end of file +FundamentalsFundamentalsMatrices & 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)Python 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. PEP8NumpyNumpyPandasPandasBasicsBasicsPython ProgrammingPython ProgrammingExploratory Data Analysis / Data Munging / - WranglingExploratory Data Analysis /...Dimensionality & Numerosity ReductionDimensionality & Numerosity...NormalizationNormalizationData Scrubbing, Handling Missing ValuesData Scrubbing,...Unbiased EstimatorsUnbiased EstimatorsBinning sparse valuesBinning sparse valuesFeature ExtractionFeature ExtractionDenoisingDenoisingSamplingSamplingPrincipal Component Analysis (PCA)Principal Component Analysis...CSVCSVAwesome Public DatasetsAwesome Public DatasetsKaggleKaggleJupyter Notebooks / LabJupyter Notebooks / LabData SourcesData SourcesSome boxes link to additional resourcesSome boxes link to additional reso...Interactive version oni.am.ai/roadmapInteractive version on...Data ScientistData ScientistData EngineerData EngineerData MiningData MiningWeb ScrapingWeb ScrapingViewer does not support full SVG 1.1 \ No newline at end of file diff --git a/images/fundamentals.xml b/images/fundamentals.xml index 87eaab9..9fa8921 100644 --- a/images/fundamentals.xml +++ b/images/fundamentals.xml @@ -1,7 +1,7 @@ - + - + @@ -27,7 +27,7 @@ - + diff --git a/images/intro.svg b/images/intro.svg index 42e8a11..b1ddb78 100644 --- a/images/intro.svg +++ b/images/intro.svg @@ -1,3 +1,3 @@ -GIT - Version ControlGIT - Version ControlPapers With CodePapers With CodePersonal Recommendation!Personal Recommendation! Available OptionsAvailable Options Data ScientistData Scientist Big Data EngineerBig Data Engineer Machine LearningMachine Learning Deep LearningDeep Learning Data EngineerData Engineer Required for any pathRequired for any pathAI Expert in 2021AI Expert in 2021Choose your pathChoose your pathLegendLegendSemantic VersioningSemantic VersioningKeep a ChangelogKeep a ChangelogFundamentalsFundamentalsViewer does not support full SVG 1.1 \ No newline at end of file +GIT - Version ControlGIT - Version ControlPapers With CodePapers With CodePersonal Recommendation!Personal Recommendation! Available OptionsAvailable Options Data ScientistData Scientist Big Data EngineerBig Data Engineer Machine LearningMachine Learning Deep LearningDeep Learning Data EngineerData Engineer Required for any pathRequired for any pathAI Expert in 2021AI Expert in 2021Choose your pathChoose your pathLegendLegendSemantic VersioningSemantic VersioningKeep a ChangelogKeep a ChangelogFundamentalsFundamentalsViewer does not support full SVG 1.1 \ No newline at end of file diff --git a/images/intro.xml b/images/intro.xml index ca79150..18dc1d0 100644 --- a/images/intro.xml +++ b/images/intro.xml @@ -1,7 +1,7 @@ - + - + @@ -26,7 +26,7 @@ - + @@ -37,17 +37,17 @@ - + - + - + @@ -69,7 +69,7 @@ - + @@ -114,7 +114,7 @@ - +