Data Science & Developer Roadmaps with Chat & Free Learning Resources

Roadmap to become a Data Scientist in 2024

The  Data Science roadmap is a step-by-step guide on how to become a Data Scientist. Mind that this track is heavy on statistics and that it's strongly recommended to discover the Data Science Foundation roadmap first. This roadmap covers topics like Statistics, Data Visualization and some important tools. 

All boxes are clickable and provide you with AI-powered explanations and recommendations for the most relevant learning resources. 

Data ScientistStatisticsDataVizContinuous DistributionsProbability TheoryDiscrete DistributionsSummary StatisticsImportant LawsEstimationHypothesis TestingConfidence IntervalMonte Carlo MethodUniform (continuous)BetaDrichletExponentialχ2 (chi-squared)Randomness & Random variableProbability DistributionConditional Probability & Bayes Theoremiidcdf, pdf, pmfCumulative distribution functionProbability density functionProbability mass functionLaw of large numbersCentral limit theoremMaximum Likelihood EstimationKernel Density EstimationUniform (discrete)BinomialMultinomialHypergeometricPoissonGeometricExpectation & meanVariance & standard deviationCovariance & correlationMedium & quartileInterquartile rangePercentile & quartileModep-Valueχ2testF-testt-testChartsPythonWebDashboardsBIMatplotlibPlotnine BokehSeabornipyvolume (3D data)VegaliteD3.jsTableauPowerBIStreamlitData Science JobsMachine LearningRoadmapNormal / Gaussian