{"id":123900,"date":"2025-08-28T17:57:25","date_gmt":"2025-08-28T17:57:25","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%85%d9%82%d8%af%d9%85%d8%a7%d8%aa%db%8c-%d8%a2%d9%be%d8%a7%da%86%db%8c-%d8%a7%d8%b3%d9%be%d8%a7%d8%b1%da%a9-3-%d9%88-%da%a9%d9%84%d8%a7\/"},"modified":"2025-08-28T17:57:27","modified_gmt":"2025-08-28T17:57:27","slug":"%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%85%d9%82%d8%af%d9%85%d8%a7%d8%aa%db%8c-%d8%a2%d9%be%d8%a7%da%86%db%8c-%d8%a7%d8%b3%d9%be%d8%a7%d8%b1%da%a9-3-%d9%88-%da%a9%d9%84%d8%a7","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%85%d9%82%d8%af%d9%85%d8%a7%d8%aa%db%8c-%d8%a2%d9%be%d8%a7%da%86%db%8c-%d8%a7%d8%b3%d9%be%d8%a7%d8%b1%da%a9-3-%d9%88-%da%a9%d9%84%d8%a7\/","title":{"rendered":"\u062f\u0648\u0631\u0647: \u0622\u0645\u0648\u0632\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 3 \u0648 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0628\u0627 Scala \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB"},"content":{"rendered":"\n\n\n\n\n\n
\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/th>\n Udemy – Apache Spark 3 & Big Data Essentials in Scala 2023-5 – <\/td>\n<\/tr>\n
\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc<\/th>\n\u062f\u0648\u0631\u0647: \u0622\u0645\u0648\u0632\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 3 \u0648 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0628\u0627 Scala \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB<\/td>\n<\/tr>\n
\u0632\u0628\u0627\u0646<\/th>\n\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0628\u0627 \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u0641\u0627\u0631\u0633\u06cc<\/td>\n<\/tr>\n
\u0646\u0648\u0639 \u0645\u062d\u0635\u0648\u0644<\/th>\n\u0622\u0645\u0648\u0632\u0634 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/td>\n<\/tr>\n
\u0646\u062d\u0648\u0647 \u062a\u062d\u0648\u06cc\u0644<\/th>\n\u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc<\/td>\n<\/tr>\n<\/table>\n
\r\n

\ud83c\udf93 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 <\/h2>\r\n
    \r\n
  • \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u06a9\u0627\u0645\u0644\u0627\u064b \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639<\/li>\r\n
  • \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u0631\u0648\u06cc \u0641\u0644\u0634 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/strong><\/li>\r\n
  • \u0622\u0645\u0627\u062f\u0647 \u0627\u0631\u0633\u0627\u0644 \u0641\u0648\u0631\u06cc \u0628\u0647 \u0633\u0631\u0627\u0633\u0631 \u06a9\u0634\u0648\u0631<\/li>\r\n\r\n <\/ul>\r\n

    \r\n \ud83d\udcda \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u2014 \u0641\u0631\u0635\u062a \u0631\u0634\u062f \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647!\r\n <\/p>\r\n\t\r\n\t

    \r\n \u062c\u0647\u062a \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0633\u0641\u0627\u0631\u0634\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 09395106248<\/strong> \u06cc\u0627 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645\u06cc @ma_limbs<\/strong> \u062f\u0631 \u062a\u0645\u0627\u0633 \u0628\u0627\u0634\u06cc\u062f.\r\n <\/p>\r\n<\/div>\n

    \n

    \u062f\u0648\u0631\u0647: \u0622\u0645\u0648\u0632\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 3 \u0648 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0628\u0627 Scala \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB<\/h1>\n
    \n

    \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 \u0633\u0631\u0639\u062a\u06cc \u0628\u0627\u0648\u0631\u0646\u06a9\u0631\u062f\u0646\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a. \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 (Big Data)<\/span> \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627 \u0648 \u0645\u062a\u062e\u0635\u0635\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 (Apache Spark)<\/span> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u060c \u0627\u0628\u0632\u0627\u0631\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647\u060c \u062a\u062d\u0644\u06cc\u0644\u06af\u0631 \u06cc\u0627 \u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0648 \u0639\u0645\u0644\u06cc\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u067e\u0627\u0631\u06a9 3 \u0648 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc Scala<\/span> \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n

    \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645: \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u06f3\u06f2 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/span> \u0639\u0631\u0636\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0622\u0646 \u0642\u0627\u0628\u0644 \u062f\u0627\u0646\u0644\u0648\u062f \u0646\u06cc\u0633\u062a\u0646\u062f.<\/span> \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0648 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u067e\u0631\u0633\u0631\u0639\u062a\u060c \u0628\u0647 \u062a\u0645\u0627\u0645\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u0648\u0631\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a.<\/p>\n<\/div>\n

    \u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a<\/h2>\n
    \n

    \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u062a\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0633\u067e\u0627\u0631\u06a9 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f:<\/p>\n

      \n
    • \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f.<\/li>\n
    • \u0628\u0627 \u0627\u0635\u0648\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647<\/span> \u0648 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0633\u067e\u0627\u0631\u06a9 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f.<\/li>\n
    • \u0628\u0627 RDD\u0647\u0627 (Resilient Distributed Datasets)<\/span>\u060c \u0633\u062a\u0648\u0646 \u0641\u0642\u0631\u0627\u062a \u0627\u0633\u067e\u0627\u0631\u06a9\u060c \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u062a\u0628\u062f\u06cc\u0644\u200c\u0647\u0627 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0631\u0648\u06cc \u0622\u0646\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/li>\n
    • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645\u200c\u0647\u0627 (DataFrames)<\/span> \u0648 Spark SQL<\/span> \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u0641\u0631\u0627 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\n
    • \u0646\u062d\u0648\u0647 \u0627\u062a\u0635\u0627\u0644 \u0627\u0633\u067e\u0627\u0631\u06a9 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f CSV\u060c JSON\u060c Parquet \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\n
    • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc (Streaming)<\/span> \u0628\u0627 Spark Streaming \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0647 \u0648 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/li>\n
    • \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 MLlib<\/span> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f.<\/li>\n
    • \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f (Performance Tuning)<\/span> \u062f\u0631 \u0627\u0633\u067e\u0627\u0631\u06a9 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n
    • \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u0644\u0648\u06a9\u0627\u0644 \u0648 \u06a9\u0644\u0627\u0633\u062a\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/div>\n

      \u0686\u0631\u0627 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u061f<\/h2>\n
      \n

      \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc \u062e\u0648\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u060c \u06af\u0627\u0645\u06cc \u0645\u062d\u06a9\u0645 \u0628\u0631\u062f\u0627\u0631\u06cc\u062f:<\/p>\n

        \n
      • \u0622\u0645\u0627\u062f\u06af\u06cc \u0634\u063a\u0644\u06cc:<\/span> \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u0642\u0627\u0636\u0627\u06cc \u0628\u0627\u0644\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u06cc\u0646 \u0627\u0633\u067e\u0627\u0631\u06a9\u060c \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0627\u0631\u062a\u0642\u0627\u0621 \u062f\u0631 \u0645\u0634\u0627\u063a\u0644 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647\u060c \u062a\u062d\u0644\u06cc\u0644\u06af\u0631\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0648 \u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n
      • \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u0644\u06cc:<\/span> \u062a\u0645\u0631\u06a9\u0632 \u062f\u0648\u0631\u0647 \u0628\u0631 \u0645\u062b\u0627\u0644\u200c\u0647\u0627 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0634\u0645\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0635\u0646\u0639\u062a \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u0646\u062f\u060c \u0641\u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a.<\/li>\n
      • \u067e\u0648\u0634\u0634 \u062c\u0627\u0645\u0639:<\/span> \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062a\u0645\u0627\u0645\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0627\u0632 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u0645\u062a\u0648\u0633\u0637 \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/li>\n
      • \u0645\u062d\u062a\u0648\u0627\u06cc \u0628\u0647\u200c\u0631\u0648\u0632:<\/span> \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u0648\u0631\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0627\u0633\u067e\u0627\u0631\u06a9 (\u0627\u0633\u067e\u0627\u0631\u06a9 3) \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0634\u0645\u0627 \u0628\u0627 \u0622\u062e\u0631\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f.<\/li>\n
      • \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646:<\/span> \u0627\u0631\u0627\u0626\u0647 \u062f\u0648\u0631\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u06f3\u06f2 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u067e\u0631\u0633\u0631\u0639\u062a \u0648 \u062f\u0631 \u0647\u0631 \u0632\u0645\u0627\u0646 \u0648 \u0645\u06a9\u0627\u0646\u06cc \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/li>\n<\/ul>\n<\/div>\n

        \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627<\/h2>\n
        \n

        \u0628\u0631\u0627\u06cc \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u062f\u0627\u0634\u062a\u0646 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0632\u06cc\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n

          \n
        • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc:<\/span> \u062a\u0631\u062c\u06cc\u062d\u0627\u064b \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc Scala \u06cc\u0627 Java (\u0647\u0631\u0686\u0646\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0635\u0644\u06cc Scala \u06a9\u0647 \u062f\u0631 \u0627\u0633\u067e\u0627\u0631\u06a9 \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a\u060c \u0645\u0631\u0648\u0631 \u062e\u0648\u0627\u0647\u062f \u0634\u062f).<\/li>\n
        • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u062f\u0627\u062f\u0647:<\/span> \u062f\u0631\u06a9 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647.<\/li>\n
        • \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644:<\/span> \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0648\u06cc\u0646\u062f\u0648\u0632\u060c macOS \u06cc\u0627 \u0644\u06cc\u0646\u0648\u06a9\u0633.<\/li>\n<\/ul>\n

          \u0646\u06af\u0631\u0627\u0646 \u0646\u0628\u0627\u0634\u06cc\u062f \u0627\u06af\u0631 \u062a\u062c\u0631\u0628\u0647 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 Scala \u0646\u062f\u0627\u0631\u06cc\u062f\u060c \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u062f\u0648\u0631\u0647 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u067e\u0627\u0631\u06a9 \u0622\u0634\u0646\u0627 \u06a9\u0646\u0646\u062f.<\/p>\n<\/div>\n

          \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0648\u0631\u0647<\/h2>\n
          \n

          \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u062a\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0622\u0633\u0627\u0646 \u06a9\u0646\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645:<\/p>\n

            \n
          • \n

            \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0648 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9<\/h3>\n
              \n
            • \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u067e\u0627\u0631\u06a9.<\/li>\n
            • \u0645\u0639\u0631\u0641\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9\u060c \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646.<\/li>\n
            • \u0645\u0639\u0645\u0627\u0631\u06cc \u06a9\u0644\u0627\u0633\u062a\u0631 \u0627\u0633\u067e\u0627\u0631\u06a9 (\u062f\u0631\u0627\u06cc\u0648\u0631\u060c \u0627\u06af\u0633\u06a9\u06cc\u0648\u062a\u0631\u060c \u06a9\u0644\u0627\u0633\u062a\u0631 \u0645\u0646\u06cc\u062c\u0631).<\/li>\n
            • \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0633\u067e\u0627\u0631\u06a9 \u0628\u0627 \u0647\u062f\u0648\u067e \u0645\u067e\u200c\u0631\u06cc\u062f\u06cc\u0648\u0633.<\/li>\n
            • \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u067e\u0627\u0631\u06a9 \u0648 Scala.<\/li>\n<\/ul>\n<\/li>\n
            • \n

              \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc Spark Core \u0628\u0627 RDDs<\/h3>\n
                \n
              • \u0645\u0641\u0647\u0648\u0645 RDD (Resilient Distributed Dataset)<\/span> \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0622\u0646.<\/li>\n
              • \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc Transformation (\u0645\u0627\u0646\u0646\u062f map, filter, flatMap) \u0648 Action (\u0645\u0627\u0646\u0646\u062f collect, count, save).<\/li>\n
              • \u06a9\u0627\u0631 \u0628\u0627 Pair RDDs \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0622\u0646\u200c\u0647\u0627 (reduceByKey, groupByKey, join).<\/li>\n
              • \u0645\u0641\u0627\u0647\u06cc\u0645 Persistence \u0648 Caching \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc.<\/li>\n
              • \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc Lazy Evaluation \u062f\u0631 \u0627\u0633\u067e\u0627\u0631\u06a9.<\/li>\n<\/ul>\n<\/li>\n
              • \n

                \u06a9\u0627\u0631 \u0628\u0627 DataFrames \u0648 Spark SQL<\/h3>\n
                  \n
                • \u0645\u0639\u0631\u0641\u06cc DataFrames<\/span> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0628\u0631\u0627\u06cc RDDs.<\/li>\n
                • \u0627\u06cc\u062c\u0627\u062f DataFrames \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 (RDDs\u060c \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u060c \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627).<\/li>\n
                • \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0631\u0648\u06cc DataFrames (select, filter, groupBy, orderBy).<\/li>\n
                • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Spark SQL<\/span> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc SQL \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0631\u0648\u06cc DataFrames.<\/li>\n
                • \u0645\u0641\u0627\u0647\u06cc\u0645 Schema\u060c Type Safety \u0648 Catalyst Optimizer.<\/li>\n
                • \u062a\u0648\u0627\u0628\u0639 \u062a\u062c\u0645\u06cc\u0639\u06cc (Aggregate Functions) \u0648 \u067e\u0646\u062c\u0631\u0647\u200c\u0627\u06cc (Window Functions).<\/li>\n<\/ul>\n<\/li>\n
                • \n

                  \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u0645\u062e\u062a\u0644\u0641<\/h3>\n
                    \n
                  • \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f: CSV, JSON, Parquet.<\/li>\n
                  • \u06a9\u0627\u0631 \u0628\u0627 \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0645\u0627\u0646\u0646\u062f ORC.<\/li>\n
                  • \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627\u0628\u0637\u0647\u200c\u0627\u06cc (RDBMS) \u0628\u0627 JDBC\/ODBC.<\/li>\n
                  • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06a9\u0627\u0631 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 (HDFS\u060c S3).<\/li>\n<\/ul>\n<\/li>\n
                  • \n

                    \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc \u0628\u0627 Spark Streaming<\/h3>\n
                      \n
                    • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc (Stream Processing)<\/span>.<\/li>\n
                    • \u0645\u0639\u0631\u0641\u06cc Spark Streaming \u0648 \u0645\u0641\u0647\u0648\u0645 D-Streams.<\/li>\n
                    • \u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0627\u062f\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062c\u0631\u06cc\u0627\u0646\u06cc (\u0645\u0627\u0646\u0646\u062f Socket\u060c Kafka – \u0645\u0639\u0631\u0641\u06cc).<\/li>\n
                    • \u0627\u0646\u062c\u0627\u0645 Transformation\u0647\u0627 \u0648 Action\u0647\u0627 \u0631\u0648\u06cc D-Streams.<\/li>\n
                    • \u0645\u0641\u0627\u0647\u06cc\u0645 Windowing \u0648 Statefull Operations.<\/li>\n<\/ul>\n<\/li>\n
                    • \n

                      \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 Spark MLlib<\/h3>\n
                        \n
                      • \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 MLlib<\/span> \u0627\u0633\u067e\u0627\u0631\u06a9.<\/li>\n
                      • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0631\u06af\u0631\u0633\u06cc\u0648\u0646\u060c \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc).<\/li>\n
                      • \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc MLlib (\u0645\u0627\u0646\u0646\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc\u060c K-Means).<\/li>\n
                      • \u0645\u0641\u0627\u0647\u06cc\u0645 Pipeline \u062f\u0631 MLlib.<\/li>\n<\/ul>\n<\/li>\n
                      • \n

                        \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627<\/h3>\n
                          \n
                        • \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc Caching \u0648 Persistence.<\/li>\n
                        • \u0628\u0631\u0631\u0633\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 Shuffle \u0648 Skew.<\/li>\n
                        • \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc Join\u0647\u0627 \u0648 Aggregate\u0647\u0627.<\/li>\n
                        • \u0628\u0631\u0631\u0633\u06cc \u0648 \u0627\u0634\u06a9\u0627\u0644\u200c\u0632\u062f\u0627\u06cc\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0628\u0627 Spark UI.<\/li>\n
                        • \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u0647\u0645 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9.<\/li>\n<\/ul>\n<\/li>\n
                        • \n

                          \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u067e\u0627\u0631\u06a9<\/h3>\n
                            \n
                          • \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 (Local, Standalone, YARN, Mesos, Kubernetes).<\/li>\n
                          • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u067e\u0627\u0631\u06a9: Spark History Server, Spark Shell.<\/li>\n
                          • \u0646\u062d\u0648\u0647 \u0628\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div>\n

                            \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 \u062f\u0633\u062a\u0627\u0646 \u0634\u0645\u0627\u0633\u062a<\/h2>\n
                            \n

                            \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0646\u0647 \u062a\u0646\u0647\u0627 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0635\u0648\u0644 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 3 \u0648 Scala \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u062f\u06cc\u062f\u06af\u0627\u0647\u06cc \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0646\u062d\u0648\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0628\u0627 \u062a\u06a9\u06cc\u0647 \u0628\u0631 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639\u060c \u0634\u0645\u0627 \u0628\u0647 \u0641\u0631\u062f\u06cc \u0645\u0633\u0644\u0637 \u0648 \u062a\u0648\u0627\u0646\u0645\u0646\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n

                            \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u06cc\u06a9 \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0634\u063a\u0644\u06cc \u0634\u0645\u0627\u0633\u062a \u0648 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u06f3\u06f2 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc \u0646\u06cc\u0633\u062a<\/span>\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631 \u0648 \u0631\u0627\u062d\u062a \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0631\u062a\u0642\u0627\u0621 \u062f\u0647\u06cc\u062f!<\/p>\n<\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"

                            \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Udemy – Apache Spark 3 & Big Data Essentials in Scala 2023-5 – \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 […]<\/p>\n","protected":false},"featured_media":113382,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[1225],"product_tag":[36574,135679,1284,36580,66767,1283,135680,11833,37190,105503,135547,135678,101776,135545,36071,69070,135677,65744,65926,135676,49461,1277],"class_list":{"0":"post-123900","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-1225","7":"product_tag-apache-spark-3","8":"product_tag-apache-spark-course","9":"product_tag-big-data","10":"product_tag-big-data-essentials","11":"product_tag-course-on-usb","12":"product_tag-data-engineering","13":"product_tag-learn-apache-spark","14":"product_tag-offline-course","15":"product_tag-scala","16":"product_tag-scala-for-big-data","17":"product_tag-spark-with-scala","18":"product_tag---2023","19":"product_tag-101776","20":"product_tag-135545","21":"product_tag-36071","22":"product_tag-69070","23":"product_tag-135677","24":"product_tag-65744","25":"product_tag-65926","26":"product_tag-135676","27":"product_tag-49461","28":"product_tag-1277","29":"pmpro-has-access","30":"desktop-align-left","31":"tablet-align-left","32":"mobile-align-left","34":"first","35":"instock","36":"shipping-taxable","37":"purchasable","38":"product-type-variable"},"yoast_head":"\n\u062f\u0648\u0631\u0647: \u0622\u0645\u0648\u0632\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 3 \u0648 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0628\u0627 Scala \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB - 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