{"product_id":"procedural-content-generation-via-machine-learning-9783031847554","title":"Procedural Content Generation via Machine Learning","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003eIntroduction.- Classical PCG.- An Introduction of ML Through PCG.- PCGML Process Overview.- Constraint-based PCGML Approaches.- Probabilistic PCGML Approaches.- Neural Networks  Introduction.- Sequence-based DNN PCGML.- Grid-based DNN PCGML.- Reinforcement Learning PCG.- Generative AI.- Mixed-Initiative PCGML.- Open Problems.- Resources and Conclusions.\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Default Title","offer_id":53195451433303,"sku":"9783031847554","price":33.24,"currency_code":"GBP","in_stock":true}],"url":"https:\/\/bookcurl.com\/products\/procedural-content-generation-via-machine-learning-9783031847554","provider":"Book Curl","version":"1.0","type":"link"}