{"id":249326,"date":"2025-11-27T05:33:04","date_gmt":"2025-11-27T06:33:04","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/supercourse-0000006333\/"},"modified":"2025-12-23T20:07:23","modified_gmt":"2025-12-23T21:07:23","slug":"supercourse-0000006333","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/supercourse-0000006333\/","title":{"rendered":"\u06a9\u062a\u0627\u0628 Google Cloud Platform: Batch Application Deployment and Management with Dask (Advanced Distributed Computing)"},"content":{"rendered":"
\n

\ud83c\udf93 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639<\/h2>\n<\/p><\/div>\n
\n

\ud83d\udcda \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0647<\/h3>\n

\u0639\u0646\u0648\u0627\u0646 \u062f\u0648\u0631\u0647:<\/strong> Google Cloud Platform: Batch Application Deployment and Management with Dask (Advanced Distributed Computing)<\/p>\n

\u0645\u0648\u0636\u0648\u0639 \u06a9\u0644\u06cc:<\/strong> \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc<\/p>\n

\u0645\u0648\u0636\u0648\u0639 \u0645\u06cc\u0627\u0646\u06cc:<\/strong> Google Cloud Platform (GCP)<\/p>\n<\/div>\n

\n

\ud83d\udccb \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0647 (100 \u0645\u0648\u0636\u0648\u0639)<\/h3>\n
    \n
  • \n 1.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0631\u0627\u06cc\u0627\u0646\u0634 \u0627\u0628\u0631\u06cc \u0648 Google Cloud Platform (GCP)\n <\/li>\n
  • \n 2.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc GCP\n <\/li>\n
  • \n 3.<\/span> \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u0631\u0648\u0698\u0647 \u062f\u0631 GCP\n <\/li>\n
  • \n 4.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u062d\u06cc\u0637 \u06a9\u0646\u0633\u0648\u0644 GCP \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 (gcloud CLI)\n <\/li>\n
  • \n 5.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u0634\u0628\u06a9\u0647 \u062f\u0631 GCP: VPC, Subnet, Firewall Rules\n <\/li>\n
  • \n 6.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0633\u0631\u0648\u06cc\u0633 Compute Engine: \u0627\u06cc\u062c\u0627\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u0645\u062c\u0627\u0632\u06cc\n <\/li>\n
  • \n 7.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Storage Services \u062f\u0631 GCP: Cloud Storage, Cloud Filestore, Persistent Disk\n <\/li>\n
  • \n 8.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Docker \u0648 Containerization\n <\/li>\n
  • \n 9.<\/span> \u0627\u06cc\u062c\u0627\u062f Docker Image \u0648 Dockerfile\n <\/li>\n
  • \n 10.<\/span> \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc Docker Image \u062f\u0631 Container Registry\n <\/li>\n
  • \n 11.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Kubernetes \u0648 Google Kubernetes Engine (GKE)\n <\/li>\n
  • \n 12.<\/span> \u0627\u06cc\u062c\u0627\u062f Cluster Kubernetes \u062f\u0631 GKE\n <\/li>\n
  • \n 13.<\/span> \u0627\u0633\u062a\u0642\u0631\u0627\u0631 (Deployment) \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627 \u062f\u0631 Kubernetes\n <\/li>\n
  • \n 14.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Dask: \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\n <\/li>\n
  • \n 15.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 Dask: Task Graph, Scheduler, Worker\n <\/li>\n
  • \n 16.<\/span> \u0646\u0635\u0628 \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc Dask\n <\/li>\n
  • \n 17.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask DataFrames \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\n <\/li>\n
  • \n 18.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask Arrays \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc \u0645\u0648\u0627\u0632\u06cc\n <\/li>\n
  • \n 19.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Batch Processing\n <\/li>\n
  • \n 20.<\/span> \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc Batch Application\n <\/li>\n
  • \n 21.<\/span> \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc Dask \u0628\u0627 Batch Processing\n <\/li>\n
  • \n 22.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cloud Functions: Serverless Compute \u062f\u0631 GCP\n <\/li>\n
  • \n 23.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Cloud Functions \u0628\u0631\u0627\u06cc Trigger \u06a9\u0631\u062f\u0646 Batch Jobs\n <\/li>\n
  • \n 24.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cloud Composer: Orchestration \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc GCP\n <\/li>\n
  • \n 25.<\/span> \u0627\u06cc\u062c\u0627\u062f DAG (Directed Acyclic Graph) \u062f\u0631 Cloud Composer\n <\/li>\n
  • \n 26.<\/span> \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a Workflow \u0647\u0627 \u0628\u0627 Cloud Composer\n <\/li>\n
  • \n 27.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cloud Dataflow: \u0633\u0631\u0648\u06cc\u0633 ETL (Extract, Transform, Load) \u062f\u0631 GCP\n <\/li>\n
  • \n 28.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Cloud Dataflow \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\n <\/li>\n
  • \n 29.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 BigQuery: Data Warehouse \u062f\u0631 GCP\n <\/li>\n
  • \n 30.<\/span> \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 BigQuery\n <\/li>\n
  • \n 31.<\/span> \u0627\u062c\u0631\u0627\u06cc Query \u0647\u0627\u06cc SQL \u062f\u0631 BigQuery\n <\/li>\n
  • \n 32.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 BigQuery \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc Dask\n <\/li>\n
  • \n 33.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cloud Logging: \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 Log \u0647\u0627 \u062f\u0631 GCP\n <\/li>\n
  • \n 34.<\/span> \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627 \u0628\u0627 Cloud Monitoring\n <\/li>\n
  • \n 35.<\/span> \u0647\u0634\u062f\u0627\u0631\u062f\u0647\u06cc (Alerting) \u062f\u0631 Cloud Monitoring\n <\/li>\n
  • \n 36.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f (Performance Tuning) \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627 \u062f\u0631 GCP\n <\/li>\n
  • \n 37.<\/span> \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc (Scalability) \u0627\u0641\u0642\u06cc \u0648 \u0639\u0645\u0648\u062f\u06cc \u062f\u0631 GCP\n <\/li>\n
  • \n 38.<\/span> \u0627\u0645\u0646\u06cc\u062a \u062f\u0631 GCP: Identity and Access Management (IAM)\n <\/li>\n
  • \n 39.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0633\u062a\u0631\u0633\u06cc\u200c\u0647\u0627 \u0648 \u0646\u0642\u0634\u200c\u0647\u0627 \u062f\u0631 GCP\n <\/li>\n
  • \n 40.<\/span> \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 GCP\n <\/li>\n
  • \n 41.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cloud IAM Conditions\n <\/li>\n
  • \n 42.<\/span> \u0627\u06cc\u062c\u0627\u062f Custom Roles \u062f\u0631 Cloud IAM\n <\/li>\n
  • \n 43.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Secrets Manager \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0645\u0646 Secrets\n <\/li>\n
  • \n 44.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cloud Build: Continuous Integration\/Continuous Delivery (CI\/CD) \u062f\u0631 GCP\n <\/li>\n
  • \n 45.<\/span> \u0627\u06cc\u062c\u0627\u062f Pipeline \u0647\u0627\u06cc CI\/CD\n <\/li>\n
  • \n 46.<\/span> \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 \u0633\u0627\u0632\u06cc Deployment \u0647\u0627\n <\/li>\n
  • \n 47.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Infrastructure as Code (IaC)\n <\/li>\n
  • \n 48.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Terraform \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u06cc\u0631\u0633\u0627\u062e\u062a GCP\n <\/li>\n
  • \n 49.<\/span> \u0627\u06cc\u062c\u0627\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639 GCP \u0628\u0627 Terraform\n <\/li>\n
  • \n 50.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Deployment Manager: Template-based Deployment \u062f\u0631 GCP\n <\/li>\n
  • \n 51.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Deployment Manager \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631\n <\/li>\n
  • \n 52.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cost Management \u062f\u0631 GCP\n <\/li>\n
  • \n 53.<\/span> \u0628\u0631\u0622\u0648\u0631\u062f \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0635\u0631\u0641 \u0645\u0646\u0627\u0628\u0639\n <\/li>\n
  • \n 54.<\/span> \u0627\u06cc\u062c\u0627\u062f Budget \u0648 Alert \u062f\u0631 GCP\n <\/li>\n
  • \n 55.<\/span> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 GCP\n <\/li>\n
  • \n 56.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cloud SDK \u0648 gcloud CLI\n <\/li>\n
  • \n 57.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 gcloud CLI \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639 GCP\n <\/li>\n
  • \n 58.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 API \u0647\u0627\u06cc GCP\n <\/li>\n
  • \n 59.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python Client Libraries \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 API \u0647\u0627\u06cc GCP\n <\/li>\n
  • \n 60.<\/span> \u062f\u06cc\u0628\u0627\u06af \u06a9\u0631\u062f\u0646 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627 \u062f\u0631 GCP\n <\/li>\n
  • \n 61.<\/span> \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a \u0634\u0628\u06a9\u0647 \u062f\u0631 GCP\n <\/li>\n
  • \n 62.<\/span> \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 Container \u0647\u0627 \u0648 Kubernetes\n <\/li>\n
  • \n 63.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc Dask Cluster \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\n <\/li>\n
  • \n 64.<\/span> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc Data Partitioning \u0628\u0631\u0627\u06cc Dask\n <\/li>\n
  • \n 65.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask Dashboard \u0628\u0631\u0627\u06cc \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0648 Profiling\n <\/li>\n
  • \n 66.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask on Kubernetes\n <\/li>\n
  • \n 67.<\/span> \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc Dask Cluster \u062f\u0631 GKE\n <\/li>\n
  • \n 68.<\/span> \u0627\u0633\u062a\u0642\u0631\u0627\u0631 Dask Workers \u062f\u0631 Kubernetes\n <\/li>\n
  • \n 69.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062f\u0631 Kubernetes \u0628\u0631\u0627\u06cc Dask\n <\/li>\n
  • \n 70.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask Gateway \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a Dask Cluster\n <\/li>\n
  • \n 71.<\/span> \u0627\u06cc\u062c\u0627\u062f Dask Gateway Cluster\n <\/li>\n
  • \n 72.<\/span> \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Dask Gateway \u0627\u0632 \u0637\u0631\u06cc\u0642 Client\n <\/li>\n
  • \n 73.<\/span> \u0627\u062f\u063a\u0627\u0645 Dask \u0628\u0627 Cloud Storage\n <\/li>\n
  • \n 74.<\/span> \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 Cloud Storage \u0628\u0627 Dask\n <\/li>\n
  • \n 75.<\/span> \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 Cloud Storage \u0628\u0627 Dask\n <\/li>\n
  • \n 76.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask \u0628\u0627 BigQuery\n <\/li>\n
  • \n 77.<\/span> \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 BigQuery \u0628\u0627 Dask\n <\/li>\n
  • \n 78.<\/span> \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 BigQuery \u0628\u0627 Dask\n <\/li>\n
  • \n 79.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a Pipeline \u0647\u0627\u06cc Machine Learning\n <\/li>\n
  • \n 80.<\/span> \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 Dask\n <\/li>\n
  • \n 81.<\/span> \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc Machine Learning \u0628\u0627 Dask\n <\/li>\n
  • \n 82.<\/span> \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc Machine Learning \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627 Dask\n <\/li>\n
  • \n 83.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Spark on GCP\n <\/li>\n
  • \n 84.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 Dask \u0648 Spark\n <\/li>\n
  • \n 85.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask \u0648 Spark \u062f\u0631 \u06a9\u0646\u0627\u0631 \u06cc\u06a9\u062f\u06cc\u06af\u0631\n <\/li>\n
  • \n 86.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc Streaming\n <\/li>\n
  • \n 87.<\/span> \u0627\u062f\u063a\u0627\u0645 Dask \u0628\u0627 Cloud Pub\/Sub\n <\/li>\n
  • \n 88.<\/span> \u0633\u0627\u062e\u062a Streaming Data Pipeline \u0628\u0627 Dask \u0648 Cloud Pub\/Sub\n <\/li>\n
  • \n 89.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Ray \u0648 Distributed Computing\n <\/li>\n
  • \n 90.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 Dask \u0648 Ray\n <\/li>\n
  • \n 91.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Ray \u062f\u0631 GCP\n <\/li>\n
  • \n 92.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPUs \u0628\u0627 Dask\n <\/li>\n
  • \n 93.<\/span> \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc Dask Cluster \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPUs\n <\/li>\n
  • \n 94.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CUDA \u0628\u0627 Dask\n <\/li>\n
  • \n 95.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f Dask \u062f\u0631 GPU \u0647\u0627\n <\/li>\n
  • \n 96.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Tensorflow \u0648 Pytorch \u062f\u0631 GCP\n <\/li>\n
  • \n 97.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Tensorflow \u0648 Pytorch\n <\/li>\n
  • \n 98.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 Dask\n <\/li>\n
  • \n 99.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Data Lake \u0648 Data Warehouse\n <\/li>\n
  • \n 100.<\/span> \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc Data Lake \u0628\u0627 Cloud Storage\n <\/li>\n<\/ul>\n<\/div>\n

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    \n Google Cloud Platform: Batch Application Deployment and Management with Dask (Advanced Distributed Computing)<\/title><\/p>\n<style>\n body { font-family: 'IRANSans', sans-serif; line-height: 1.6; margin: 20px; }\n h1, h2, h3 { color: #2c3e50; }\n h2 { border-bottom: 2px solid #3498db; padding-bottom: 5px; margin-top: 30px; }\n h3 { margin-top: 20px; color: #e67e22; }\n ul { margin-left: 20px; }\n li { margin-bottom: 10px; }\n .highlight { color: #e74c3c; font-weight: bold; }\n .cta { display: inline-block; background-color: #2ecc71; color: white; padding: 12px 25px; text-decoration: none; border-radius: 5px; margin-top: 20px; font-size: 1.1em; }\n .cta:hover { background-color: #27ae60; }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<h1>Google Cloud Platform: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc Batch \u0628\u0627 Dask (\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647)<\/h1>\n<h2>\u0645\u0642\u062f\u0645\u0647 \u062f\u0648\u0631\u0647: \u062c\u0647\u0634\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0634\u0645\u0627<\/h2>\n<p>\u0622\u06cc\u0627 \u0628\u0627 \u062d\u062c\u0645 \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0639 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0633\u062a \u0648 \u067e\u0646\u062c\u0647 \u0646\u0631\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u061f \u0622\u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647\u06cc \u0647\u0633\u062a\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0648 \u062a\u06a9\u0631\u0627\u0631\u0634\u0648\u0646\u062f\u0647 (Batch Processing) \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a \u0627\u0628\u0631 \u06af\u0648\u06af\u0644\u060c \u06cc\u0639\u0646\u06cc Google Cloud Platform (GCP) \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f Dask\u060c \u0628\u0647 \u0633\u0637\u062d\u06cc \u0646\u0648\u06cc\u0646 \u0628\u0631\u0633\u0627\u0646\u06cc\u062f\u061f \u0627\u06af\u0631 \u067e\u0627\u0633\u062e \u0634\u0645\u0627 \u0645\u062b\u0628\u062a \u0627\u0633\u062a\u060c \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062f\u0642\u06cc\u0642\u0627 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0622\u0646 \u0647\u0633\u062a\u06cc\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u0633\u0641\u0631\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0686 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 GCP \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 Dask \u0645\u06cc\u200c\u0628\u0631\u062f. \u0645\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u062a\u0627 \u0627\u0646\u062a\u0647\u0627\u060c \u0634\u0645\u0627 \u0631\u0627 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0628\u0631 \u0631\u0648\u06cc GCP \u06cc\u0627\u0631\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u06cc\u06af\u0631 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u06a9\u200c\u0647\u0633\u062a\u0647\u200c\u0627\u06cc \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0631\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u06a9\u0646\u06cc\u062f \u0648 \u0642\u062f\u0631\u062a \u0648\u0627\u0642\u0639\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0631\u0627 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2>\u062f\u0631\u0628\u0627\u0631\u0647 \u062f\u0648\u0631\u0647: \u06a9\u0644\u06cc\u062f \u0641\u062a\u062d \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u062a\u0645\u0631\u06a9\u0632 \u0627\u0635\u0644\u06cc \u0628\u0631 \u0631\u0648\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u0644\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0686 (Batch) \u0628\u0631 \u0631\u0648\u06cc Google Cloud Platform \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. Dask \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f GCP \u0645\u0627\u0646\u0646\u062f Compute Engine\u060c Kubernetes Engine (GKE) \u0648 Cloud Functions \u0646\u0647\u0627\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627 \u0628\u0628\u0631\u06cc\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u062a\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u062a\u062d\u0645\u0644 \u062e\u0637\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648\u0638\u0627\u06cc\u0641 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0634\u06cc\u0648\u0647\u200c\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062d\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2>\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc: \u0686\u0631\u0627 Dask \u0648 GCP\u061f<\/h2>\n<p>\u062a\u0631\u06a9\u06cc\u0628 Dask \u0648 GCP \u06cc\u06a9 \u0631\u0627\u0647\u200c\u062d\u0644 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0648 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. GCP \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0627\u0628\u0631\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Dask \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u06a9\u062f\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631 \u0645\u0628\u0627\u062d\u062b \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0686.<\/li>\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc\u200c\u0633\u0627\u0632\u06cc \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646.<\/li>\n<li>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc Dask \u0628\u0631 \u0631\u0648\u06cc Google Cloud Platform.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 GCP \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 Dask.<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 GCP.<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0686 \u0628\u0627 Dask.<\/li>\n<\/ul>\n<h2>\u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u062f\u0648\u0631\u0647: \u0628\u0631\u0627\u06cc \u0686\u0647 \u06a9\u0633\u0627\u0646\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<\/h2>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc \u0645\u0648\u0627\u062c\u0647 \u0647\u0633\u062a\u0646\u062f. \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0634\u0627\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong> \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u0646\u062f.<\/li>\n<li><strong>\u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Engineers)<\/strong> \u06a9\u0647 \u0645\u0633\u0626\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u067e\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>\u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Scientists)<\/strong> \u06a9\u0647 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f\u0646 \u0628\u0647 \u0632\u0645\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li><strong>\u0645\u0639\u0645\u0627\u0631\u0627\u0646 \u0627\u0628\u0631\u06cc (Cloud Architects)<\/strong> \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0628\u0631 \u0631\u0648\u06cc GCP \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>\u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631<\/strong> \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li>\u0647\u0631 \u06a9\u0633\u06cc \u06a9\u0647 \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc <strong>Dask<\/strong> \u0648 <strong>Google Cloud Platform<\/strong> \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h2>\u0686\u0631\u0627 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0631\u0627 \u0628\u06af\u0630\u0631\u0627\u0646\u06cc\u0645\u061f \u0645\u0632\u0627\u06cc\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/h2>\n<p>\u06af\u0630\u0631\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0634\u063a\u0644\u06cc \u0648 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0634\u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0634\u0645\u0627 \u0628\u0627 \u06af\u0630\u0631\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0628\u0647 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0632\u06cc\u0631 \u062f\u0633\u062a \u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u0627\u0641\u062a:<\/p>\n<ul>\n<li><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0686\u0634\u0645\u06af\u06cc\u0631 \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634:<\/strong> \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0645\u0648\u0627\u0632\u06cc\u200c\u0633\u0627\u0632\u06cc \u0648\u0638\u0627\u06cc\u0641\u060c \u0632\u0645\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0634\u062f\u062a \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u062f.<\/li>\n<li><strong>\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u200c\u0646\u0647\u0627\u06cc\u062a:<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GCP\u060c \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u062a\u0627 \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0647\u0631 \u0645\u0642\u06cc\u0627\u0633\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u06cc\u062f.<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc:<\/strong> \u0628\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647\u06cc\u0646\u0647 \u0645\u0646\u0627\u0628\u0639 GCP \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0627\u0632 Dask\u060c \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li><strong>\u062a\u0633\u0644\u0637 \u0628\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647:<\/strong> \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0632 Dask \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc GCP \u0645\u0627\u0646\u0646\u062f Compute Engine\u060c GKE \u0648 Cloud Functions.<\/li>\n<li><strong>\u062d\u0644 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc:<\/strong> \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0686 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647.<\/li>\n<li><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0631\u0632\u0634 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc:<\/strong> \u06a9\u0633\u0628 \u0645\u0647\u0627\u0631\u062a\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0648 \u067e\u0631\u062a\u0642\u0627\u0636\u0627 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647.<\/li>\n<li><strong>\u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0646\u0641\u0633 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc:<\/strong> \u0628\u0627 \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc\u060c \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc GCP \u0627\u062c\u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.<\/li>\n<\/ul>\n<h2>\u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0648\u0631\u0647: \u06af\u0627\u0645\u06cc \u0628\u0647 \u0633\u0648\u06cc \u062a\u0633\u0644\u0637<\/h2>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u067e\u0648\u0634\u0634 \u0628\u06cc\u0634 \u0627\u0632 <strong>100 \u0633\u0631\u0641\u0635\u0644 \u062c\u0627\u0645\u0639 \u0648 \u062a\u062e\u0635\u0635\u06cc<\/strong>\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u062a\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<h3>\u0628\u062e\u0634 1: \u0645\u0628\u0627\u0646\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0648 Dask<\/h3>\n<ul>\n<li>\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0686 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Dask: \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc<\/li>\n<li>\u0645\u0641\u0627\u0647\u06cc\u0645 Task Graph \u0648 Lazy Evaluation \u062f\u0631 Dask<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask DataFrames\u060c Arrays \u0648 Bags<\/li>\n<li>\u0645\u0648\u0627\u0632\u06cc\u200c\u0633\u0627\u0632\u06cc \u06a9\u062f\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 Dask<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 Dask \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0645\u062d\u0644\u06cc<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 Dask<\/li>\n<li>\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Dask-ML \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 2: Google Cloud Platform (GCP) \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647<\/h3>\n<ul>\n<li>\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc GCP \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a<\/li>\n<li>Google Compute Engine (GCE): \u0627\u06cc\u062c\u0627\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u0645\u062c\u0627\u0632\u06cc<\/li>\n<li>Google Kubernetes Engine (GKE): \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06a9\u0644\u0627\u0633\u062a\u0631 \u06a9\u0648\u0628\u0631\u0646\u062a\u06cc\u0632<\/li>\n<li>Cloud Storage: \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/li>\n<li>Cloud Functions \u0648 Cloud Run \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc serverless<\/li>\n<li>Identity and Access Management (IAM) \u062f\u0631 GCP<\/li>\n<li>\u0634\u0628\u06a9\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u0641\u0627\u06cc\u0631\u0648\u0627\u0644\u200c\u0647\u0627 \u062f\u0631 GCP<\/li>\n<li>\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0648 \u0644\u0627\u06af\u06cc\u0646\u06af \u0628\u0627 Cloud Monitoring \u0648 Cloud Logging<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 3: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc Dask \u0628\u0631 \u0631\u0648\u06cc GCP<\/h3>\n<ul>\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc Dask \u062f\u0631 GCP<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc Dask \u0628\u0631 \u0631\u0648\u06cc Google Compute Engine (GCE)<\/li>\n<li>\u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc Dask Cluster \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dask-GCE<\/li>\n<li>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 Dask Workers \u0628\u0631 \u0631\u0648\u06cc GCE<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker \u0648 Container Registry \u0628\u0631\u0627\u06cc \u0628\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627<\/li>\n<li>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 Dask Cluster \u0628\u0631 \u0631\u0648\u06cc Google Kubernetes Engine (GKE)<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a Dask Cluster \u0628\u0627 Helm \u062f\u0631 GKE<\/li>\n<li>\u062a\u0646\u0638\u06cc\u0645 \u062e\u0648\u062f\u06a9\u0627\u0631 (Autoscaling) Dask Workers \u062f\u0631 GCP<\/li>\n<li>\u0627\u062a\u0635\u0627\u0644 Dask \u0628\u0647 Cloud Storage \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af Dask Jobs \u062f\u0631 GCP<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0628\u0686 \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 (Asynchronous)<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Cloud Functions \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 Dask \u0633\u0628\u06a9<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Preemptible VMs<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0627 \u0648 \u062a\u062d\u0645\u0644\u200c\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 GCP<\/li>\n<li>\u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0627 Dask \u0648 GCP<\/li>\n<li>\u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 Use Cases \u0648\u0627\u0642\u0639\u06cc<\/li>\n<li>\u0627\u0634\u06a9\u0627\u0644\u200c\u0632\u062f\u0627\u06cc\u06cc (Debugging) \u0648 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644\u06cc\u0646\u06af (Profiling) \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc Dask \u062f\u0631 GCP<\/li>\n<li>\u0627\u0645\u0646\u06cc\u062a \u062f\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 Dask \u0628\u0631 \u0631\u0648\u06cc GCP<\/li>\n<li>\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0639\u0645\u0644\u06cc \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627<\/li>\n<li>\u0648 \u0628\u06cc\u0634 \u0627\u0632 50 \u0633\u0631\u0641\u0635\u0644 \u062a\u062e\u0635\u0635\u06cc \u062f\u06cc\u06af\u0631…<\/li>\n<\/ul>\n<p>\u0628\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u06cc \u0627\u0632 Dask \u0648 GCP \u067e\u06cc\u062f\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f\u060c \u0628\u0644\u06a9\u0647 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u062a\u0627 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u060c \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0642\u0627\u0628\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646\u06cc \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631 \u06af\u0648\u06af\u0644 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. \u0641\u0631\u0635\u062a \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647\u06cc\u062f!<\/p>\n<p> <a href=\"#register\" class=\"cta\">\u0647\u0645\u06cc\u0646 \u0627\u0644\u0627\u0646 \u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u06cc\u0646\u062f\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u0633\u0627\u0632\u06cc\u062f!<\/a><\/p>\n<p><\/body><br \/>\n<\/html><\/div>\n<div\r\n style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n <h2 style=\"color: #2E7D32; margin-top: 0;\">\ud83d\udcda \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0622\u0645\u0648\u0632\u0634\u06cc (\u067e\u06a9\u06cc\u062c \u06a9\u0627\u0645\u0644)<\/h2>\r\n <div\r\n style=\"background: #E8F5E9; border-radius: 12px; padding: 15px 20px; margin-bottom: 20px; border: 1px solid #A5D6A7;\">\r\n <h3 style=\"color: #1B5E20; margin-top: 0;\">\ud83d\udca1 \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u06cc\u06a9 \u0646\u0633\u062e\u0647\u0654 \u06a9\u0627\u0645\u0644 \u0648 \u062c\u0627\u0645\u0639 \u0627\u0633\u062a<\/h3>\r\n <p style=\"font-size:16px; line-height:1.8; color:#2E7D32; margin:0;\"> \u062a\u0645\u0627\u0645\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0642\u0627\u0644\u0628 \u06cc\u06a9\r\n \u0628\u0633\u062a\u0647\u200c\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0646\u0633\u062e\u0647\u200c\u0647\u0627 \u0648 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a. <\/p>\r\n <\/div>\r\n <h3 style=\"color: #2E7D32;\">\ud83c\udf81 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06a9\u0627\u0645\u0644 \u0628\u0633\u062a\u0647 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/h3>\r\n\r\n\t\r\n<ul style=\"list-style-type: '\u2705 '; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n <li><strong>\u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u0622\u0645\u0648\u0632\u0634 \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0642\u0627\u0628\u0644 \u0641\u0647\u0645<\/li>\r\n <li><strong>\u067e\u0627\u062f\u06a9\u0633\u062a\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u062a\u0648\u0636\u06cc\u062d \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0646\u06a9\u0627\u062a \u062a\u06a9\u0645\u06cc\u0644\u06cc<\/li>\r\n <li><strong>\u06a9\u062a\u0627\u0628 PDF \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u0634\u0627\u0645\u0644 \u06a9\u0644\u06cc\u0647\u0654 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627 \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc<\/li>\r\n <li><strong>\u06a9\u062a\u0627\u0628 \u062e\u0644\u0627\u0635\u0647 \u0646\u06a9\u0627\u062a \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0648 \u067e\u0627\u062f\u06a9\u0633\u062a\u200c\u0647\u0627 \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0645\u0646\u0627\u0633\u0628 \u0645\u0631\u0648\u0631 \u0633\u0631\u06cc\u0639 \u0648 \u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u0645\u0628\u0627\u062d\u062b<\/li>\r\n <li><strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062e\u0648\u062f\u0645\u0648\u0646\u06cc) \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/li>\r\n <li><strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u0641\u0627\u0631\u0633\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0646\u06af\u0627\u0631\u0634 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u060c \u0639\u0644\u0645\u06cc \u0648 \u0645\u0646\u0627\u0633\u0628 \u0686\u0627\u067e<\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u062a\u0634\u0631\u06cc\u062d\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n \u2014 \u0647\u0631 \u0633\u0624\u0627\u0644 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u0627\u0645\u0644 \u0648 \u0634\u0641\u0627\u0641 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u061b \u0645\u0646\u0627\u0633\u0628 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0631\u0641\u0639 \u0627\u0628\u0647\u0627\u0645.\r\n <\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\u0646\u0633\u062e\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639)<\/strong><br>\r\n \u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u067e\u0633 \u0627\u0632 \u0633\u0624\u0627\u0644 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u062a\u062b\u0628\u06cc\u062a \u0645\u0637\u0627\u0644\u0628.\r\n <\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\u0646\u0633\u062e\u0647 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc \u067e\u0627\u06cc\u0627\u0646\u200c\u0628\u062e\u0634)<\/strong><br>\r\n \u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0647\u0631 \u0628\u062e\u0634 \u0622\u0645\u062f\u0647\u200c\u0627\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u0622\u0632\u0645\u0648\u0646 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0633\u0646\u062c\u0634 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.\r\n <\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a \/ \u0646\u0627\u062f\u0631\u0633\u062a (True \/ False) \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n \u2014 \u0645\u0646\u0627\u0633\u0628 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u0645\u0641\u0647\u0648\u0645\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0635\u062d\u06cc\u062d \u06cc\u0627 \u0646\u0627\u062f\u0631\u0633\u062a \u0628\u0648\u062f\u0646 \u06af\u0632\u0627\u0631\u0647\u200c\u0647\u0627.\r\n <\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u062c\u0627\u06cc \u062e\u0627\u0644\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n \u2014 \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0639\u0627\u0644 \u0648 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc.\r\n <\/li>\r\n<\/ul>\r\n\t\r\n\t\r\n\t\r\n\t\r\n <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\"> \ud83c\udfaf \u0627\u06cc\u0646 \u0628\u0633\u062a\u0647 \u06cc\u06a9 \u062f\u0648\u0631\u0647\u0654 \u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0627\u0645\u0644 \u0648\r\n \u0686\u0646\u062f\u0644\u0627\u06cc\u0647 \u0627\u0633\u062a\u061b \u0634\u0627\u0645\u0644 \u0622\u0645\u0648\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631\u06cc\u060c \u0635\u0648\u062a\u06cc\u060c \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u060c \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627 \u0648 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc . <\/p>\r\n <hr style=\"border: none; border-top: 1px dashed #81C784; margin: 20px 0;\">\r\n <h3 style=\"color: #2E7D32;\">\u2139\ufe0f \u0646\u06a9\u0627\u062a \u0645\u0647\u0645 \u0647\u0646\u06af\u0627\u0645 \u062e\u0631\u06cc\u062f<\/h3>\r\n <ul style=\"list-style-type: '\ud83d\udd38 '; padding-left: 20px; font-size: 15px; line-height: 1.9;\">\r\n <li>\u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a <strong>\u0641\u0627\u06cc\u0644 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc \u06a9\u0627\u0645\u0644<\/strong> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0646\u0633\u062e\u0647\u0654 \u0686\u0627\u067e\u06cc \u0646\u062f\u0627\u0631\u062f.<\/li>\r\n <li>\u062a\u0645\u0627\u0645\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u200c\u0647\u0627 <strong>\u06a9\u0627\u0645\u0644\u0627\u064b \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0647\u0633\u062a\u0646\u062f.<\/li>\r\n <li><strong>\u062a\u0648\u062c\u0647:<\/strong> \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0648\u0631\u0647 \u0637\u06cc <strong>\u06f4\u06f8 \u0633\u0627\u0639\u062a<\/strong> \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\r\n <li>\u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062f\u0631\u062c \u0634\u0645\u0627\u0631\u0647 \u0645\u0648\u0628\u0627\u06cc\u0644 \u0646\u06cc\u0633\u062a\u061b \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\r\n <li>\u062f\u0631 \u0635\u0648\u0631\u062a \u0628\u0631\u0648\u0632 \u0645\u0634\u06a9\u0644 \u062f\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 <strong>09395106248<\/strong> \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\r\n <li>\u0627\u06af\u0631 \u067e\u0631\u062f\u0627\u062e\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0648\u0644\u06cc \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u0646\u0627\u0645 \u0648 \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc \u0648 \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0631\u0627 \u067e\u06cc\u0627\u0645\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627\r\n \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.<\/li>\r\n <\/ul>\r\n <p style=\"font-size: 16px; line-height: 1.8; margin-top: 15px;\"> \ud83d\udcac \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc:<br> \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u06cc\u0627 \u067e\u06cc\u0627\u0645\u06a9:\r\n <strong>09395106248<\/strong><br> \u062a\u0644\u06af\u0631\u0627\u0645: <strong>@ma_limbs<\/strong> <\/p>\r\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Google Cloud Platform: Batch Application Deployment and Management with Dask (Advanced Distributed Computing) Google Cloud Platform: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc Batch \u0628\u0627 Dask (\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 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