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AReactNativemobileapplicationpoweredbyaFastAPIbackend,designedforfarmers,agriculturalmarketanalysts,andbuyers.ThesystemintegratesadvancedAImodelsformarketintelligenceanddecisionsupport.ItfeaturesdeepregressionneuralnetworksandRidgeregressionpipelinesforpricepredictionandtime-seriesforecasting,logisticregressionandrandomforestclassifiersfortrendandsupply-demandanalysis,andisolationforestforanomalydetection.Together,thesemodelsprovideaccuratemarketinsights,identifyunusualpricingpatterns,andforecastfuturetrends,helpingstakeholdersmakedata-drivenagriculturaldecisions.
Anoffline-firstReactNativeapplicationthatsynchronizesfarmerprofilesacrossdistributedsystems.Itisbuiltforruralareaswhereinternetaccessislimited,enablingofflineregistration,datacollection,andseamlesssyncingwithcentralsystemsonceconnectivityisrestored.
Afull-stackcommunicationandweatherplatformbuiltwithNext.js,Redis,andBullMQ,featuringmultipleworkersforSMS,IVR,andnotificationtasks.Thesystemmanagescommunicationjobqueuingandexecutionwhiledeliveringreal-timeandforecastedweatherupdatesdirectlytofarmers.
AnassistivetechnologyprojectcombiningText-to-Speech(TTS)andAutomaticSpeechRecognition(ASR),developedaspartofauniversityresearchinitiative.TheTTScomponentwasbuiltwithaPyTorchTacotron-basedmodel,whiletheASRsystemleveragedTensorFlow.ThesolutionfeaturedaTelegrambot,Chromeextension,andmobileapplication,andwasrecognizedatthe16thNationalStudentResearchForum.
AcomprehensiveSFTPintegrationanddashboardforseamlessfarmerprofiledatasharingwithbankcoresystems.Builtonarobustdumpandrequest-responsearchitecture,thisdashboardfacilitatessecuredataexchangebetweenagriculturalplatformsandfinancialinstitutions,enablingstreamlinedloanprocessingandfarmerverificationworkflows.
