匿名用户2021年11月17日
37阅读
开发技术Python
所属分类人工智能、机器学习/深度学习
授权协议MIT License

作品详情

MovieLensRecommendationSystems

ThisreposhowsasetofJupyterNotebooksdemonstratingavarietyofmovierecommendationsystemsfortheMovieLens1Mdataset.Thedatasetcontain1,000,209anonymousratingsofapproximately3,900moviesmadeby6,040MovieLensuserswhojoinedMovieLensin2000.

Herearethedifferentnotebooks:

DataProcessing:Loadingandprocessingtheusers,movies,andratingsdatatopreparethemforinputintomymodels.Content-BasedandCollaborativeFiltering:UsingtheContent-BasedandCollaborativeFilteringapproachSVDModel:UsingtheSVDapproachDeepLearningModel:UsingtheDeepLearningapproach

AnaccompaniedMediumblogposthasbeenwrittenupandcanbeviewedhere:The4RecommendationEnginesThatCanPredictYourMovieTastes

RequirementsPython2.7orPython3.6JupyterNotebookDependencies

Choosethelatestversionsofanyofthedependenciesbelow:

pandasnumpyscipymatplotlibsklearnwordcloudsearbornsurprisekerash5pyLicense

MIT.SeetheLICENSEfileforthecopyrightnotice.

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