TOP DATA SCIENCE PROJECT IDEAS
1.
CHATBOTS
Chatbotscaneffortlesslymanagecustomerinquiriesand messagesinreal-time,withoutanyinterruption.Chatbots caneasethehumanbeingshavetodobyanswering customerqueries.Thisisaccomplishedbyusingmethods thatarebackedbyAI,machinelearningandevendata science.Totrainthechatbotyoucanemployneural networksthatarerecurrentusingtheintentionsJSON dataset.YoucanalsocontroltheapplicationwithPython.
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2. FAKE NEWS DETECTION
Fakenewsneedsnointroduction.Withtheriseofsocialmedia andtheinternet,fakenewsisincreasingtoanenormousextent. Thepropagationoffakenewshasanegativeimpactonourlives ofall.Weoftenseefakenewsbeingcirculatedbyunauthorised sources,creatinganatmosphereofanxiety.Throughdata science-relatedprojectscandetermineanauthenticityissuewith anypieceofinformation,regardlessofwhetherit'sfakeor genuine.UtilizingPythonwillallowyoutodistinguishauthentic newsfromfakeones.ThemostpopularPythonlibrariesthatcan beusedinthistaskarepandasNumPyandSci-kit-learn. https://1stepgrow.com/course/advance-data-science-and-artificial-intelligence-course/
3. DRIVER DROWSINESS DETECTION
Anumberofroadaccidentsoccurbecauseofdriver's sleepiness.Accordingtoastudy,38.7%ofroadaccidentsare causedbysleepinessandfatigueofdrivers.Thisisoneofthe reasonsfortheimportanceofthedriverDrowsiness Detectioninitiative.ThisprojectwritteninPythonisbuilton anDeepLearningmodelandwilldetectdrowsinessand alertdriverstoalertthembysoundingalarms.Awebcamis neededforthisprojectsincethemodelwilldetermine whetherdriverseyesappeartobeshutoropen.
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4. IMAGE CAPTION GENERATOR
Theprocessofwritingacaptionforanimageanddescribing it'sastraightforwardtaskforushumans,howevertheimage isacollectionofnumbersthatrepresentthecolorofeach pixelforcomputers.It'sadifficultjobforcomputersystemsto identifytheimageandtothenwritethedescriptionin NaturallanguageslikeEnglish.Thepurposeofthisresearch istouseDeepLearningtechniquestocreateanimage captiongeneratorbyusingtechnologycalledConvolutional NeuralNetwork(CNN)togetherwiththeRNN.
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5. ROAD LANE LINE DETECTION
LiveLaneLinedetectionsystembuilt-inPythonisamong themostsimpleDataScienceprojectideas.Thisprojectwill seeadriverwillbedirectedbythelinedrawnalongtheroute bythelanedetection.Thisideacanbeputtousein designingdriverlessvehicles.
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6. SENTIMENT ANALYSIS PROJECT
Everydata-drivenbusinessusesthemodelofsentiment analysistoevaluateitscustomersbehaviortowardstheir products.Thisprojectisidealforyouifyou'reinterestedby machinelearningandwouldliketoimproveyour knowledgeinit.TheRprojectisspecificallyfocusedonthe classification.Sentimentanalysisreferstothemethodthat evaluatesandclassifiesopinionsthatareexpressedin feedback,specificallytodeterminewhetherthebehaviorofa clientisnegative,positive,orneutraltowardaspecific product.
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7. FOREST FIRE PREDICTION
Datasciencehasavarietyofcapabilitiesandconstructingan accurateforestfireforecastcouldbeoneoftheusesmadeby usingthosecapabilities.Wildfireorforestfireisanatural phenomenonthatcannotbecontrolledandcancausealot ofdestruction.Tocontrolandeventakeontheunpredictable natureofwildfiresitispossibletouseK-meansclusteringto identifysignificantfirehotspotsandtheirseverity.Thiscanbe helpfulineffectivelyprovidingresources.Itisalsopossibleto utilizethemeteorologicalinformationtosearchforspecific seasonsofwildfires,whichwillimprovetheaccuracyofyour model.
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