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Konuşmacı teorik bilgileri anlatırken, Osman Taner uygulamaları gerçekleştirecektir.","Video, Spark'ın ne olduğu, Apache dünyasındaki önemi ve Hadoop ile arasındaki farklar hakkında bilgi vermektedir. Spark'ın Java, Python, Scala, R ve SQL gibi beş farklı programlama dilinde çalışabildiği, Spark SQL, Spark Streaming, MLlib, Graphlib gibi kütüphaneleri bulunduğu ve dağıtık sistemlerde veri işleme için kullanıldığı anlatılmaktadır. Eğitim serisi kapsamında Spark kurulumu, basit uygulamalar (Hello World, Word Count), kütüphaneler ve RDD yapısı gibi konular ele alınacaktır."]},"endTime":414,"title":"Spark Eğitim Serisi Giriş Videosu","beginTime":0}],"fullResult":[{"index":0,"title":"Spark Eğitim Serisi Tanıtımı","list":{"type":"unordered","items":["Yeni bir eğitim serisi başlıyor ve bu seride Spark'ın ne olduğu ve eğitim serisinin içeriği anlatılacak.","Eğitim serisinde basit bir Spark kurulumu ve uygulamaları yapılacak, teorik kısmını anlatan ve uygulamaları yapan Osman Taner ile birlikte çekilecek.","Bu videoda Spark'ın ne olduğu, Apache dünyasındaki önemini ve Hadoop ile arasındaki farklar anlatılacak."]},"beginTime":1,"endTime":51,"href":"/video/preview/7873586721890290128?parent-reqid=1769215078878571-15453137589262214697-balancer-l7leveler-kubr-yp-klg-6-BAL&text=Spark1Early+-+Topic&t=1&ask_summarization=1"},{"index":1,"title":"Spark'ın Özellikleri ve Hadoop ile Karşılaştırması","list":{"type":"unordered","items":["Spark, tarihsel olarak Hadoop'tan sonra çıkan büyük veri dünyasındaki bir ürün.","Apache.org kaynaklarına göre, Spark Hadoop'a göre yaklaşık 100 misli daha hızlı çalışabiliyor.","Hadoop'ta verinin yüklenmesi ve işlenmesi yapılırken, Spark'ta yüklenen veri üzerinde iteratif olarak aynı işlemler tekrar tekrar çalıştırılabilir."]},"beginTime":51,"endTime":115,"href":"/video/preview/7873586721890290128?parent-reqid=1769215078878571-15453137589262214697-balancer-l7leveler-kubr-yp-klg-6-BAL&text=Spark1Early+-+Topic&t=51&ask_summarization=1"},{"index":2,"title":"Spark'ın Dilleri ve Kütüphaneleri","list":{"type":"unordered","items":["Spark'ın üzerinde Java, Scala, Python, R ve SQL gibi beş farklı programlama dili kullanılabilir.","Spark SQL, Spark Streaming, MLlib, GraphX gibi çeşitli kütüphaneler bulunuyor.","Spark, HDFS, Cassandra gibi dağıtık veritabanı yapıları üzerinde 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