مسیر یادگیری Data Analyst Roadmap

Step by step guide to becoming an Data Analyst in 2025

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Learn Different TechniquesLibrariesLearn the Basics1) Predicting sales trends 2) CustomerSegmentation.Pivot TablesData VisualisationDispersionStatistical Analysiskaar2.irStacked ChartsLearn to analyze relationshipsand make data driven decisionsPredictive AnalyticsIntroductionAPIsLearn Common FunctionsModel Evaluation TechniquesPandasMeanPopular ML AlgorithmsVLOOKUP / HLOOKUPScatter Plot1Big Data TechnologiesImage RecognitionCentral TendencyLearn SQLSeaborn2TRIMPrescriptive AnalyticsNatural Language ProcessingREPLACE / SUBSTITUTEStay Updated and NetworkGgplot2Platforms like Coursera, edX, Udemy and Datacampoffer courses in Data Analytics and relatedtopics.Data CleanupMapReduceBar ChartsMIN / MAXMachine LearningAVERAGEHistogramsSupervised LearningTensorflowUnsupervised LearningSUMMPIParallel ProcessingModeDistribution SpaceAdvanced TopicsHeatmapParticipate in Kaggle CompetitionsRNeural NetworksRNNK-Means ClusteringChartingDescriptive AnalyticsLearn a Programming Lang.VarianceDescriptive AnalysisData AnalystData Storage SolutionsCSV FilesDiagnostic AnalyticsVisualisationPie ChartsData Visualisation LibrariesJoin networking events, communities, seekmentorship, attend webinars and engage indiscussions to expand your network.PytorchTypes of Data AnalyticsRegressionBig Data ConceptsData Manipulation LibrariesRELATED ROADMAPS› AI and Data Scientist Roadmap› SQL Roadmap› Python Roadmap› Prompt Engineering RoadmapVisualizing DistributionsCollectionFunnel ChartsCorrelation AnalysisStandard Deviationggplot2CleanupFrameworks3Generating StatisticsLogistic RegressionPractice Training ModelsKurtosisMedianUsing Libraries forCleanupWeb ScrapingKey Concepts of DataMastering Data HandlingBuild a portfolio of projects. Some exampleprojects:Online Courses and CertificationsParticipate in competitions and learn fromcommunityFinding OutliersAnalysis / Reporting with ExcelCONCATDeep Learning (Optional)Power BIData CollectionKNNKeep learning with the following relevant trackTableauData TransformationStatistical AnalysisRangePandasMatplotlibDatabasesMachine LearningCOUNTData Processing FrameworksMatplotlibAI and Data Scientist RoadmapDplyrLine ChartSparkSkewnessDecision TreesChartingMachine Learning TypesPythonHadoopIFHandling Missing DataReinforcement LearningExplorationCNNsRemoving DuplicatesHypothesis TestingDATEDIFWhat is Data AnalyticsGain Programming SkillsFind the detailed version of this roadmapalong with other similar roadmapsAverageData Processing TechniquesUPPER / LOWER / PROPERDplyrData AnalysisTechniquesNaive ByesBuilding a StrongFoundationTools