Currently Trending Programming
Languages
ThereareseveralprogramminglanguagesthatarecommonlyusedinthefieldsofAI,ML,andCybersecurity.Herearesomeofthemostpopularones:
1.Python:PythonisoneofthemostpopularprogramminglanguagesforAIandMLdevelopmentduetoitssimplesyntaxandreadability.Itsupportsavarietyof
frameworksandlibraries,whichallowsformoreflexibilityandcreatesendlesspossibilitiesforanengineertoworkwith.SomeofthemostpopularPythonlibraries
formachinelearninginclude:sci-kitimage,OpenCV,TensorFlow,PyTorch,Keras,NumPy,NLTK,SciPy,andsci-kitlearn
123
.
2.Java:Javaisageneral-purposeprogramminglanguagethatisusedforcreatingmobile,desktop,web,andcloudapplications.ItisalsousedfordevelopingAI
systems.Javaisknownforitsscalability,security,andcross-platformcompatibility
2
.
3.R:Risaprogramminglanguagethatisusedforstatisticalcomputingandgraphics.Itiswidelyusedindataanalysis,machinelearning,andscientificresearch.R
hasalargenumberoflibrariesandpackagesthatmakeiteasytoperformcomplexstatisticalanalyses
3
.
4.Julia:Juliaisahigh-level,high-performanceprogramminglanguagethatisdesignedfornumericalandscientificcomputing.ItisusedfordevelopingAIandML
models,aswellasfordataanalysisandvisualization
3
.
5.Lisp:LispisafamilyofprogramminglanguagesthatareusedforAIandMLdevelopment.Lispisknownforitspowerfulmacrosystem,whichallowsdevelopers
toextendthelanguageitself.Lispisalsousedforsymboliccomputing,whichisatypeofcomputingthatdealswithsymbolsandexpressions
3
.
6.JavaScript:JavaScriptisaprogramminglanguagethatisusedforcreatinghighlyinteractivebrowser-basedapplications.ItisalsousedfordevelopingAIsystems.
JavaScriptisknownforitsflexibilityandeaseofuse
2
.
7.C++:C++isageneral-purposeprogramminglanguagethatisusedfordevelopingAIandMLmodels,aswellasfordevelopingoperatingsystems,systemsoftware,
andembeddedsystems.C++isknownforitsspeedandefficiency
2
.
•HerearesomePowerPointpresentationsthatyoumightfinduseful:
1.MachineLearninginCyberSecurity-Thispresentationprovidesaholisticviewofmachinelearningincybersecurityforbetterorganizationalreadiness.
2.AIandMLinCybersecurity-Thispresentationdiscussesthelimitationsofmachinelearningandissuesofexplainability,wheredeeplearningshouldneverbe
applied,andexamplesofhowtheblindapplicationofalgorithmscanleadtowrongresults.
•PleasenotethattheinformationprovidediscurrentasofJanuary2024andmaybesubjecttochange.