Wirsanski E. "Python'da genetik algoritmalar"
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Genetik algoritmalar, fikirleri doğal evrimden alan bir arama, optimizasyon ve öğrenme algoritmaları ailesidir. Genetik algoritmalar, evrimsel süreçleri taklit ederek, geleneksel arama algoritmalarının doğasında bulunan zorlukların üstesinden gelebilmekte ve çok çeşitli sorunlara yüksek kaliteli çözümler bulabilmektedir. Bu kitap, Python'da yazılmış genetik algoritmaların kullanımına yönelik güçlü ama basit bir yaklaşımı öğrenmenize ve yapay zekadaki en son gelişmelerle tanışmanıza yardımcı olacaktır. Genetik algoritmalara genel bir bakış ve ilkelerin bir açıklamasından sonra yazar, bunların yapay zekadan nasıl farklılaştığını anlatıyor. geleneksel algoritmalar ve bunların planlama, çizelgeleme, oyunlar ve fonksiyon analizi gibi problem türlerine nasıl uygulanacağı. Ayrıca genetik algoritmaların makine öğrenimi ve derin öğrenme modellerinin kalitesini nasıl iyileştirebileceğini, takviyeli öğrenme sorunlarını nasıl çözebileceğini ve görüntü yeniden oluşturma gerçekleştirebileceğini de öğreneceksiniz. Son olarak, gelecekteki uygulamalar için yeni olasılıklar açan ilgili bazı teknolojilerden bahsedilecek. Kitap, pratik sorunları çözmek için genetik algoritmaları uygulamak isteyen programcılara, veri bilimcilerine ve yapay zeka meraklılarına yöneliktir. Python'da çalışma düzeyinde yeterlilik ve temel matematik ve bilgisayar bilimi bilgisi gereklidir.
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