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Advanced Deep Learning with Keras
最新章節(jié):
Index
Recentdevelopmentsindeeplearning,includingGANs,VariationalAutoencoders,andDeepReinforcementLearning,arecreatingimpressiveAIresultsinournewsheadlines-suchasAlphaGoZerobeatingworldchesschampions,andgenerativeAIthatcancreateartpaintingsthatsellforover$400kbecausetheyaresohuman-like.AdvancedDeepLearningwithKerasisacomprehensiveguidetotheadvanceddeeplearningtechniquesavailabletoday,soyoucancreateyourowncutting-edgeAI.UsingKerasasanopen-sourcedeeplearninglibrary,you'llfindhands-onprojectsthroughoutthatshowyouhowtocreatemoreeffectiveAIwiththelatesttechniques.ThejourneybeginswithanoverviewofMLPs,CNNs,andRNNs,whicharethebuildingblocksforthemoreadvancedtechniquesinthebook.You’lllearnhowtoimplementdeeplearningmodelswithKerasandTensorflow,andmoveforwardstoadvancedtechniques,asyouexploredeepneuralnetworkarchitectures,includingResNetandDenseNet,andhowtocreateAutoencoders.YouthenlearnallaboutGenerativeAdversarialNetworks(GANs),andhowtheycanopennewlevelsofAIperformance.VariationalAutoEncoders(VAEs)areimplemented,andyou’llseehowGANsandVAEshavethegenerativepowertosynthesizedatathatcanbeextremelyconvincingtohumans-amajorstrideforwardformodernAI.Tocompletethissetofadvancedtechniques,you'lllearnhowtoimplementDeepReinforcementLearning(DRL)suchasDeepQ-LearningandPolicyGradientMethods,whicharecriticaltomanymodernresultsinAI.
最新章節(jié)
- Index
- Leave a review - let other readers know what you think
- Other Books You May Enjoy
- References
- Conclusion
- Monte Carlo policy gradient (REINFORCE) method
品牌:中圖公司
上架時間:2021-07-02 16:17:32
出版社:Packt Publishing
本書數(shù)字版權(quán)由中圖公司提供,并由其授權(quán)上海閱文信息技術(shù)有限公司制作發(fā)行