andrewrich

Andrew Rich's terminal business card - Principal SRE specializing in automation and compliance

teachable-machine.js

A robust and optimized JavaScript library for integrating Google's Teachable Machine models, supporting various image sources and providing efficient classification capabilities.
teachable machinetensorflow.jsmachine learningimage classificationaijavascriptnodejsbunjsdeep learningmodel inferencecomputer visionneural networksweb developmentbackendfrontenddata scienceartificial intelligencemodel deploymentimage processingsharpgotfs/promisesbase64httplocal filespredictionclassificationoptimizedefficientscalablerobustapisdkutilitylibraryopen sourceapache-2.0nixautmlopsmodel servinginference enginejavascript libraryteachablemachineimage recognitionpattern recognitiondata processingreal-time inferenceserver-side javascriptedge computingmodel optimizationperformanceaccuracydeveloper toolscode exampletutorialgetting startedquick startmodel loadingimage decodingtensor operationsdispose modelmemory managementerror handlingasync awaites modulesmodern javascriptbest practicesproduction readycross-platformcloud deploymentlocal executionmodel trainingcustom modelspre-trained modelstransfer learningcomputer vision tasksimage analysisobject detectionimage understandingmachine intelligenceintelligent applicationssmart systemsautomationdata analysispredictive analyticsmodel managementresource managementjavascript ecosystemnpm packagebun packagemoduletypescript compatibletype definitionsdeclarationsdocumentationexamplesuse casessolutionframework agnosticflexibleextensiblehigh performancelow latencyresource efficientproduction gradeenterprise readycommunity drivenactive developmentstable releaseversion controlgitgithubci/cdtestingunit testsintegration testse2e testscode qualitylintingformattingprettiereslintwebpackrollupparcelbundlertranspilerbabeltypescriptflowstatic analysiscode reviewcontributionscontributing guideissue trackerbug reportsfeature requestsroadmapchangelogrelease notessecurity auditvulnerability managementcompliancelicensinglegalterms of useprivacy policycode of conductcommunity guidelinessupportfaqtroubleshootingdebuggingperformance tuningoptimization techniquesmemory optimizationcpu optimizationgpu accelerationwebglwebgpuwasmwebassemblybrowser compatibilityserver compatibilityenvironment setupinstallation guideusage guideapi referenceclass documentationmethod documentationparameter descriptionsreturn valuesexceptionserror codesbest practices guidedesign patternsarchitectural patternssoftware engineeringdevelopment workflowproject structurefile organizationmodule systemimport exportcommonjsesmpackage managernpmyarnbundependency managementlock filessemantic versioningrelease processcontinuous integrationcontinuous deliveryautomated testingtest driven developmentbehavior driven developmentrefactoringcode maintenancetechnical debtcode review processpull requestsmerge requestsversion control systemgit commandsbranching strategyrelease strategyhotfixespatchesmajor releasesminor releasespatch releasesdeprecation policybackward compatibilityforward compatibilitymigration guideupgrade guidedowngrade guidebreaking changesnon-breaking changesnew featuresbug fixesimprovementsrefactoringsdocumentation updatesexample updatestest updatesbuild systemtask runnerscriptingautomation scriptsdeployment scriptsconfiguration filesenvironment variablessecrets managementcredential managementsecurity best practicesvulnerability scanningpenetration testingsecurity patchescompliance standardsdata privacygdprccpahipaaiso 27001soc 2nistowaspthreat modelingrisk assessmentincident responsedisaster recoverybusiness continuitybackup strategyrecovery strategymonitoringloggingalertingobservabilitytelemetrymetricstracingprofilingperformance monitoringerror trackinguptime monitoringhealth checksload balancingauto-scalingcontainerizationdockerkubernetesserverlessaws lambdaazure functionsgoogle cloud functionscloud computingdevopssite reliability engineeringsreplatform engineeringinfrastructure as codeterraformansiblepuppetchefsaltstackconfiguration managementorchestrationprovisioningdeployment automationrelease automationpipeline automationci/cd pipelinesjenkinsgitlab cigithub actionsazure devopstravis cicirclecibitbucket pipelinescloud buildcodefreshspinnakerargo cdflux cdgitopsobservability stackprometheusgrafanaelk stacksplunkdatadognew relicappdynamicsdynatracesumologiclogz.iovictoropspagerdutyopsgeniealertmanagerthanoscortexmimirlokitempografana cloudaws cloudwatchazure monitorgoogle cloud monitoringopen telemetryjaegerzipkindistributed tracingservice meshistiolinkerdenvoyapi gatewaynginxhaproxytraefikkongtykapigeeaws api gatewayazure api managementgoogle cloud api gatewaymessage queuerabbitmqkafkaactivemqzeromqredismemcacheddatabasepostgresqlmysqlmongodbcassandracouchbasedynamodbcosmosdbbigtablespannercockroachdbyugabytedbtimescaledbinfluxdbelasticsearchsolropensearchvector databasepineconeweaviateqdrantmilvusfaisschromalangchainllama indexgenerative ailarge language modelsllmstransformershugging faceopenaigoogle aianthropiccoherereplicaterunpodvast.aigpu cloudai infrastructureml infrastructuredata infrastructuredata pipelineetleltdata warehousingdata lakedata lakehousedata meshdata fabricdata governancedata qualitydata securitydata privacydata catalogmetadata managementdata lineagedata observabilitydata reliabilitydata validationdata transformationdata loadingdata ingestionstreaming databatch datareal-time dataevent driven architecturemicroservicesserverless architecturemonolithic architecturedistributed systemsfault toleranceresiliencescalability patternsdesign patternsarchitectural patternssoftware architecturesystem designsolution architectureenterprise architecturetechnical leadershipteam managementproject managementagilescrumkanbanleandevops culturesre cultureplatform cultureengineering excellenceinnovationresearch and developmentproof of conceptprototypeminimum viable productmvpproduct developmentsoftware development life cyclesdlcrequirements gatheringdesign phaseimplementation phasetesting phasedeployment phasemaintenance phaseretirement phasepost-mortem analysisroot cause analysisproblem solvingdecision makingcritical thinkinganalytical skillscommunication skillsteamworkcollaborationmentoringcoachingleadershipstrategic planningtactical executionoperational excellenceprocess improvementautomationefficiencyproductivitycost optimizationresource allocationbudget managementvendor managementstakeholder managementrisk managementcompliance managementsecurity managementquality assurancetesting strategiestest automationtest frameworksjestmochachaicypressplaywrightseleniumpuppeteerweb scrapingdata extractionweb crawlingapi integrationthird party servicesexternal apissdk developmentlibrary developmentframework developmenttoolingdeveloper experiencedxcli toolside extensionspluginsintegrationsecosystemcommunityopen source contributioncontributor guidelinescode of conductgovernanceroadmapfuture plansvisionmissionvaluescultureteam buildingrecruitmentonboardingtrainingskill developmentcareer growthperformance reviewsfeedbackrecognitionrewardscompensationbenefitswork-life balanceremote workhybrid workoffice culturediversityequityinclusionbelongingpsychological safetytrusttransparencyaccountabilityownershipautonomymasterypurposemotivationengagementsatisfactionhappinesswell-beingmental healthphysical healthstress managementburnout preventionresilience buildingpersonal developmentprofessional developmentlearninggrowth mindsetcontinuous learninglifelong learningknowledge sharingmentorshipcoachingpeer learningcommunity of practiceguildschaptersforumsmeetupsconferencesworkshopsbootcampsonline coursescertificationsdegreeshigher educationresearchpublicationspatentsintellectual propertyinnovation managementproduct innovationprocess innovationbusiness model innovationdisruptive innovationsustaining innovationincremental innovationradical innovationopen innovationco-creationcrowdsourcingdesign thinkinguser experience designuxuser interface designuiinteraction designinformation architectureusability testingaccessibility testingperformance testingsecurity testingload testingstress testingchaos engineeringsite reliabilitysystem reliabilityapplication reliabilityservice reliabilitydata reliabilitynetwork reliabilityinfrastructure reliabilitycloud reliabilityon-premise reliabilityhybrid cloud reliabilitymulti-cloud reliabilityedge reliabilityiot reliabilitymobile reliabilityweb reliabilitydesktop reliabilityembedded reliabilityfirmware reliabilityhardware reliabilitysoftware reliabilitysystem resilienceapplication resilienceservice resiliencedata resiliencenetwork resilienceinfrastructure resiliencecloud resilienceon-premise resiliencehybrid cloud resiliencemulti-cloud resilienceedge resilienceiot resiliencemobile resilienceweb resiliencedesktop resilienceembedded resiliencefirmware resiliencehardware resiliencesoftware resiliencedisaster recovery planningbusiness continuity planningincident managementproblem managementchange managementrelease managementconfiguration managementasset managementservice level agreementsslasservice level objectivesslosservice level indicatorssliserror budgetpost-incident reviewblameless post-mortemslearning from incidentsknowledge baserunbooksplaybooksautomation scriptsself-healing systemsself-optimizing systemsself-configuring systemsself-managing systemsautonomous systemsintelligent automationai opsml opsdevsecopsfinopsgreen itsustainable softwareethical airesponsible aiai governanceai ethicsai safetyai fairnessai transparencyai accountabilityai explainabilityxaiinterpretable aitrustworthy aihuman-centered aiai for goodai for social impactai for sustainabilityai for healthcareai for financeai for retailai for manufacturingai for automotiveai for educationai for entertainmentai for gamingai for artai for musicai for writingai for codingai for designai for marketingai for salesai for customer serviceai for hrai for legalai for researchai for scienceai for engineeringai for operationsai for supply chainai for logisticsai for agricultureai for energyai for environmentai for smart citiesai for smart homesai for roboticsai for dronesai for autonomous vehiclesai for space explorationai for cybersecurityai for fraud detectionai for risk managementai for complianceai for governanceai for auditai for forensicsai for investigationsai for intelligenceai for defenseai for national securityai for public safetyai for emergency servicesai for disaster managementai for humanitarian aidai for social goodai for economic developmentai for poverty reductionai for education accessai for healthcare accessai for financial inclusionai for digital literacyai for digital transformationai for business transformationai for organizational transformationai for societal transformationai for global challengesai for sustainable development goalsai for un goalsai for climate actionai for biodiversityai for clean energyai for clean waterai for sanitationai for zero hungerai for good health and well-beingai for quality educationai for gender equalityai for clean water and sanitationai for affordable and clean energyai for decent work and economic growthai for industry, innovation and infrastructureai for reduced inequalitiesai for sustainable cities and communitiesai for responsible consumption and productionai for climate actionai for life below waterai for life on landai for peace, justice and strong institutionsai for partnerships for the goals