{"id":247746,"date":"2025-11-27T04:49:29","date_gmt":"2025-11-27T05:49:29","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/supercourse-0000006963\/"},"modified":"2025-12-23T20:39:03","modified_gmt":"2025-12-23T21:39:03","slug":"supercourse-0000006963","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/supercourse-0000006963\/","title":{"rendered":"\u06a9\u062a\u0627\u0628 Google Cloud Platform: Batch Application Deployment and Management with Dask (Advanced Distributed Computing)"},"content":{"rendered":"
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\ud83c\udf93 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639<\/h2>\n<\/p><\/div>\n
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\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

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\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> Understanding Batch Processing Workloads and Their Evolution\n <\/li>\n
  • \n 2.<\/span> Key Characteristics of Distributed Computing Architectures\n <\/li>\n
  • \n 3.<\/span> Common Challenges in Designing and Managing Distributed Systems\n <\/li>\n
  • \n 4.<\/span> Introduction to Parallelism, Concurrency, and Asynchronous Processing\n <\/li>\n
  • \n 5.<\/span> The Role of Distributed Computing in Modern Big Data Ecosystems\n <\/li>\n
  • \n 6.<\/span> Overview of Advanced Distributed Computing Concepts for GCP\n <\/li>\n
  • \n 7.<\/span> GCP Project Structure, Organization, and Resource Hierarchy\n <\/li>\n
  • \n 8.<\/span> Identity and Access Management (IAM) for Secure GCP Deployments\n <\/li>\n
  • \n 9.<\/span> GCP Networking Essentials: VPCs, Subnets, and Firewall Rules for Distributed Workloads\n <\/li>\n
  • \n 10.<\/span> Google Cloud Storage (GCS): Architecting Data Lakes for Dask\n <\/li>\n
  • \n 11.<\/span> Compute Engine: Provisioning and Managing Virtual Machines for Custom Clusters\n <\/li>\n
  • \n 12.<\/span> Kubernetes Engine (GKE): Foundations for Containerized Distributed Applications\n <\/li>\n
  • \n 13.<\/span> Dataproc: A Managed Service for Apache Spark, Flink, and Dask\n <\/li>\n
  • \n 14.<\/span> Introduction to Google Cloud Operations Suite for Distributed Systems\n <\/li>\n
  • \n 15.<\/span> What is Dask? A Scalable Analytics Library Overview\n <\/li>\n
  • \n 16.<\/span> Understanding Dask's Lazy Evaluation and Task Graph Construction\n <\/li>\n
  • \n 17.<\/span> Dask Array: Parallel Computing with NumPy-like Interfaces\n <\/li>\n
  • \n 18.<\/span> Dask DataFrame: Scaling Pandas Workflows for Large Datasets\n <\/li>\n
  • \n 19.<\/span> Dask Bag: Processing Unstructured and Semi-structured Data\n <\/li>\n
  • \n 20.<\/span> Dask Futures: Low-Level Asynchronous Task Scheduling\n <\/li>\n
  • \n 21.<\/span> Deep Dive into Dask Collections and Their Internal Mechanisms\n <\/li>\n
  • \n 22.<\/span> Comparing Dask with Apache Spark and Other Distributed Frameworks\n <\/li>\n
  • \n 23.<\/span> Executing Complex Dask Graphs and Understanding Computations\n <\/li>\n
  • \n 24.<\/span> The Dask Distributed Scheduler: Architecture and Components\n <\/li>\n
  • \n 25.<\/span> Dask Workers: Managing Compute Resources and Task Execution\n <\/li>\n
  • \n 26.<\/span> Dask Nannies: Monitoring and Restarting Worker Processes\n <\/li>\n
  • \n 27.<\/span> The Dask Client: Programmatic Interaction with a Distributed Cluster\n <\/li>\n
  • \n 28.<\/span> Utilizing the Dask Dashboard for Real-time Monitoring and Diagnostics\n <\/li>\n
  • \n 29.<\/span> Advanced Task Graph Optimization Techniques in Dask\n <\/li>\n
  • \n 30.<\/span> Configuring Dask for Specific Workload Characteristics and Resource Needs\n <\/li>\n
  • \n 31.<\/span> Memory Management Strategies and Best Practices in Dask Distributed\n <\/li>\n
  • \n 32.<\/span> Designing Compute Engine Instance Templates for Dask Clusters\n <\/li>\n
  • \n 33.<\/span> Manual Deployment and Configuration of a Dask Cluster on Compute Engine\n <\/li>\n
  • \n 34.<\/span> Secure Networking Setup for Dask Schedulers and Workers on GCP\n <\/li>\n
  • \n 35.<\/span> Automating Dask Cluster Initialization with Compute Engine Startup Scripts\n <\/li>\n
  • \n 36.<\/span> Selecting Optimal Machine Types and Accelerators (GPUs) for Dask Workers\n <\/li>\n
  • \n 37.<\/span> Leveraging Persistent Disks for Stateful Dask Worker Storage and Caching\n <\/li>\n
  • \n 38.<\/span> Implementing Autoscaling for Dask Clusters with Managed Instance Groups\n <\/li>\n
  • \n 39.<\/span> Securing Dask Communication Channels on Compute Engine with TLS\/SSL\n <\/li>\n
  • \n 40.<\/span> Troubleshooting Common Deployment Issues for Dask on Compute Engine\n <\/li>\n
  • \n 41.<\/span> Kubernetes Fundamentals for Deploying Dask Applications on GKE\n <\/li>\n
  • \n 42.<\/span> Provisioning and Configuring a GKE Cluster Tailored for Dask Workloads\n <\/li>\n
  • \n 43.<\/span> The Dask Kubernetes Operator: Declarative Cluster Management\n <\/li>\n
  • \n 44.<\/span> Deploying Dask Scheduler and Worker Pods on GKE\n <\/li>\n
  • \n 45.<\/span> Resource Requests, Limits, and Quality of Service for Dask on Kubernetes\n <\/li>\n
  • \n 46.<\/span> Customizing Dask Worker Docker Images for GKE Deployments\n <\/li>\n
  • \n 47.<\/span> Using Helm Charts for Standardized Dask Cluster Deployments on GKE\n <\/li>\n
  • \n 48.<\/span> Integrating Dask with GKE's Cluster Autoscaler for Elasticity\n <\/li>\n
  • \n 49.<\/span> Advanced GKE Networking Strategies for Dask (e.g., Service Mesh Integration)\n <\/li>\n
  • \n 50.<\/span> Debugging and Troubleshooting Dask Deployments on GKE\n <\/li>\n
  • \n 51.<\/span> Introduction to Dataproc as a Managed Dask Service\n <\/li>\n
  • \n 52.<\/span> Creating Dataproc Clusters with Dask Initialization Actions\n <\/li>\n
  • \n 53.<\/span> Submitting Dask Jobs and Scripts to Dataproc Clusters\n <\/li>\n
  • \n 54.<\/span> Managing the Lifecycle of Dask Clusters on Dataproc\n <\/li>\n
  • \n 55.<\/span> Dataproc Worker Configuration: Machine Types, Scaling, and Preemptible Instances\n <\/li>\n
  • \n 56.<\/span> Using Custom Images and Containerization for Dataproc Dask Workers\n <\/li>\n
  • \n 57.<\/span> Accessing the Dask Dashboard and Logs on Dataproc Clusters\n <\/li>\n
  • \n 58.<\/span> Cost Optimization Strategies for Dask Workloads on Dataproc\n <\/li>\n
  • \n 59.<\/span> Diagnosing and Resolving Issues with Dask Jobs on Dataproc\n <\/li>\n
  • \n 60.<\/span> Efficiently Reading and Writing Data from Google Cloud Storage with Dask\n <\/li>\n
  • \n 61.<\/span> Batch ETL and Analytics with Dask and BigQuery Integration\n <\/li>\n
  • \n 62.<\/span> Connecting Dask to Managed Databases: Cloud SQL, Spanner, and Firestore\n <\/li>\n
  • \n 63.<\/span> Triggering Dask Batch Jobs with Pub\/Sub Events and Cloud Functions\n <\/li>\n
  • \n 64.<\/span> Working with Diverse Data Formats: Parquet, ORC, CSV, JSON, NetCDF\n <\/li>\n
  • \n 65.<\/span> Optimizing Data Access Patterns for Performance in Dask Applications\n <\/li>\n
  • \n 66.<\/span> Advanced Data Partitioning and Indexing Strategies for Dask Collections\n <\/li>\n
  • \n 67.<\/span> Handling Large-Scale Geospatial Data with Dask and GCP Storage\n <\/li>\n
  • \n 68.<\/span> Principles of Workflow Orchestration for Complex Batch Applications\n <\/li>\n
  • \n 69.<\/span> Introduction to Cloud Composer (Apache Airflow) for Dask Workflows\n <\/li>\n
  • \n 70.<\/span> Designing and Implementing Dask DAGs in Apache Airflow\n <\/li>\n
  • \n 71.<\/span> Event-Driven Triggers for Dask Batch Jobs using Pub\/Sub and Cloud Functions\n <\/li>\n
  • \n 72.<\/span> Building CI\/CD Pipelines for Dask Applications on GCP\n <\/li>\n
  • \n 73.<\/span> Infrastructure-as-Code: Deploying Dask Environments with Terraform\n <\/li>\n
  • \n 74.<\/span> Advanced Deployment Strategies with Google Cloud Deployment Manager\n <\/li>\n
  • \n 75.<\/span> Automating Dask Cluster Provisioning and De-provisioning\n <\/li>\n
  • \n 76.<\/span> Centralized Logging for Dask Applications with Google Cloud Logging\n <\/li>\n
  • \n 77.<\/span> Building Custom Dashboards with Cloud Monitoring for Dask Clusters\n <\/li>\n
  • \n 78.<\/span> Setting Up Advanced Alerts and Notifications for Dask Performance Metrics\n <\/li>\n
  • \n 79.<\/span> Analyzing Dask Scheduler and Worker Logs for Performance Insights\n <\/li>\n
  • \n 80.<\/span> Diagnosing and Resolving Common Dask Performance Bottlenecks\n <\/li>\n
  • \n 81.<\/span> Troubleshooting Connectivity, Resource Exhaustion, and Task Failures\n <\/li>\n
  • \n 82.<\/span> Leveraging Dask's Internal Diagnostics and Profiling Tools\n <\/li>\n
  • \n 83.<\/span> Advanced Techniques for Dask Task Graph Optimization and Fusion\n <\/li>\n
  • \n 84.<\/span> Memory Optimization Strategies for Extremely Large Dask Datasets\n <\/li>\n
  • \n 85.<\/span> Evaluating CPU vs. GPU for Accelerating Dask Workloads\n <\/li>\n
  • \n 86.<\/span> Dynamic Scaling and Resource Elasticity for Dask Clusters on GCP\n <\/li>\n
  • \n 87.<\/span> Cost Management and Billing Best Practices for GCP Dask Deployments\n <\/li>\n
  • \n 88.<\/span> Identifying and Eliminating I\/O, Network, and Compute Bottlenecks\n <\/li>\n
  • \n 89.<\/span> Benchmarking and Performance Tuning Your Dask Batch Applications\n <\/li>\n
  • \n 90.<\/span> Implementing Principle of Least Privilege with IAM Service Accounts for Dask\n <\/li>\n
  • \n 91.<\/span> Network Security: VPC Service Controls and Private IP for Dask Clusters\n <\/li>\n
  • \n 92.<\/span> Data Encryption at Rest (GCS, Disks) and In Transit (Dask Communication)\n <\/li>\n
  • \n 93.<\/span> Secure Credential Management with Google Secret Manager for Dask Applications\n <\/li>\n
  • \n 94.<\/span> Role-Based Access Control (RBAC) and Namespace Isolation for Dask on GKE\n <\/li>\n
  • \n 95.<\/span> Auditing and Compliance for Dask Batch Processing on GCP\n <\/li>\n
  • \n 96.<\/span> Extending Dask: Custom Schedulers, Plugins, and Distributed Algorithms\n <\/li>\n
  • \n 97.<\/span> Dask-ML: Scaling Machine Learning Workflows on GCP\n <\/li>\n
  • \n 98.<\/span> Building Complex Data Pipelines with Dask and Apache Beam on GCP\n <\/li>\n
  • \n 99.<\/span> Real-World Case Study: Large-Scale Genomic Data Processing with Dask\n <\/li>\n
  • \n 100.<\/span> Future Trends in Distributed Computing and the Dask Ecosystem\n <\/li>\n<\/ul>\n<\/div>\n

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    \n \u062f\u0648\u0631\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 Google Cloud Platform \u0648 Dask<\/title><br \/>\n<\/head><br \/>\n<body><\/p>\n<h2>\u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 Google Cloud \u0648 Dask: \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/h2>\n<h3>\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u200c\u0646\u0647\u0627\u06cc\u062a \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0634\u0645\u0627: \u0627\u0632 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0627 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u062a\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0628\u0631\u06cc<\/h3>\n<p>\n \u0622\u06cc\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0628\u0627 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\u0622\u0633\u062a\u0627\u0646\u0647 \u06cc\u06a9 \u062a\u062d\u0648\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 \u0645\u0633\u06cc\u0631 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062e\u0648\u062f \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f. \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u062f\u0646\u06cc\u0627\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u0633\u062a \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0633\u0631\u06cc\u0639\u060c \u0628\u0647\u06cc\u0646\u0647 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u060c \u0645\u0631\u0632 \u0628\u06cc\u0646 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 \u0645\u0639\u0645\u0648\u0644\u06cc \u0648 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062a\u0631\u0627\u0632 \u0627\u0648\u0644 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u06a9\u0646\u062f.\n <\/p>\n<p>\n \u062f\u0648\u0631\u0647 “Google Cloud Platform: Batch Application Deployment and Management with Dask” \u06cc\u06a9 \u062f\u0648\u0631\u0647 \u0645\u0639\u0645\u0648\u0644\u06cc \u0646\u06cc\u0633\u062a\u061b \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06a9\u0627\u0645\u0644 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u0645\u062a\u062e\u0635\u0635\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062d\u0644 \u06a9\u0646\u062f: \u067e\u0644\u062a\u0641\u0631\u0645 \u0627\u0628\u0631\u06cc \u06af\u0648\u06af\u0644 (GCP) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0646\u0627\u0645\u062d\u062f\u0648\u062f\u060c \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Dask \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u0648\u0645\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646. \u062f\u0631 \u0627\u06cc\u0646 \u0633\u0641\u0631 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0634\u0645\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc (Batch Processing) \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u06a9\u062f \u0633\u0627\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u062a\u0645\u0627\u0645\u200c\u0639\u06cc\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u06a9\u0644\u0627\u0633\u062a\u0631\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0622\u0646 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0631\u062f\u0647 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0631\u0633\u0627\u0646\u06cc\u062f.\n <\/p>\n<p>\n \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0633\u0627\u0646\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0627\u0632 \u062a\u0626\u0648\u0631\u06cc \u0641\u0631\u0627\u062a\u0631 \u0631\u0641\u062a\u0647 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u0645\u0648\u0631\u062f \u062a\u0642\u0627\u0636\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0646\u0646\u062f. \u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0642\u062f\u0631\u062a \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u06af\u0648\u06af\u0644 \u0631\u0627 \u0628\u0627 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc Dask \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0631\u062f\u0647 \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc\u06cc \u0628\u0633\u0627\u0632\u06cc\u062f \u06a9\u0647 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0634\u06a9\u0644\u0627\u062a \u0648\u0627\u0642\u0639\u06cc \u062e\u0648\u062f \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0622\u0645\u0627\u062f\u0647 \u0634\u0648\u06cc\u062f \u062a\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0633\u0637\u062d \u0628\u0639\u062f\u06cc \u0627\u0631\u062a\u0642\u0627 \u062f\u0647\u06cc\u062f \u0648 \u0628\u0647 \u062c\u0645\u0639 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f.\n <\/p>\n<h2>\u062f\u0631\u0628\u0627\u0631\u0647 \u062f\u0648\u0631\u0647: \u0627\u0632 \u062a\u0626\u0648\u0631\u06cc \u062a\u0627 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/h2>\n<p>\n \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0648 \u06a9\u0627\u0645\u0644\u0627\u064b \u0639\u0645\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0642\u062f\u0645 \u0628\u0647 \u0642\u062f\u0645 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627 (Best Practices) \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 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u0627 Dask \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u0628\u0647 \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u0627\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06a9\u0644\u0627\u0633\u062a\u0631\u0647\u0627\u06cc Dask \u0631\u0648\u06cc Google Kubernetes Engine (GKE)\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0628\u0627 Terraform\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u0628\u0627 CI\/CD \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u062a\u0648\u0627\u0646\u0645\u0646\u062f\u0633\u0627\u0632\u06cc \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0642\u0648\u06cc\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0627\u0633\u062a.\n <\/p>\n<h2>\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0648\u0631\u0647<\/h2>\n<ul>\n<li>\u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Google Cloud Platform \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 (GKE, GCS, BigQuery, IAM).<\/li>\n<li>\u0645\u0628\u0627\u0646\u06cc \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc \u0648 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Dask \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646.<\/li>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 Dask \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0645\u0627\u0646\u0646\u062f Apache Spark \u0648 \u062f\u0631\u06a9 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0631\u06a9\u062f\u0627\u0645.<\/li>\n<li>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644\u0627\u0633\u062a\u0631\u0647\u0627\u06cc Dask \u0631\u0648\u06cc Google Kubernetes Engine (GKE) \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0627\u06cc\u0646\u0627\u0645\u06cc\u06a9.<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06a9\u062f (Infrastructure as Code) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Terraform \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631.<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f (Performance Tuning) \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u062f\u0631 \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0631\u0648\u06cc GCP.<\/li>\n<li>\u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 Google Cloud Storage \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 BigQuery.<\/li>\n<li>\u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 (CI\/CD) \u0628\u0631\u0627\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc Batch \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Cloud Build.<\/li>\n<li>\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af\u060c \u0644\u0627\u06af\u06cc\u0646\u06af \u0648 \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc (Debugging) \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc.<\/li>\n<li>\u0627\u0646\u062c\u0627\u0645 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062c\u0627\u0645\u0639 \u0627\u0632 \u0635\u0641\u0631 \u062a\u0627 \u0635\u062f: \u0633\u0627\u062e\u062a \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0648\u0627\u0642\u0639\u06cc.<\/li>\n<\/ul>\n<h2>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0686\u0647 \u06a9\u0633\u0627\u0646\u06cc \u0645\u0646\u0627\u0633\u0628 \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 \u06a9\u0647 \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u062f\u0627\u062f\u0647 \u0622\u0634\u0646\u0627 \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u06af\u0627\u0645 \u0628\u0632\u0631\u06af \u0628\u0639\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062e\u0648\u062f \u0628\u0631\u062f\u0627\u0631\u0646\u062f:<\/p>\n<ul>\n<li><strong>\u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Engineers):<\/strong> \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc ETL\/ELT \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631 \u0628\u0633\u062a\u0631 \u0627\u0628\u0631 \u0628\u0633\u0627\u0632\u0646\u062f.<\/li>\n<li><strong>\u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Scientists):<\/strong> \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u06cc\u062a\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u0631\u0646\u062f \u0648 \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0634\u062e\u0635\u06cc \u062e\u0648\u062f \u062e\u0633\u062a\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/li>\n<li><strong>\u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 (Python Developers):<\/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 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u0631\u0627\u06cc\u0627\u0646\u0634 \u0627\u0628\u0631\u06cc \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u0646\u062f.<\/li>\n<li><strong>\u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML Engineers):<\/strong> \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06cc\u0627 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0628\u0647 \u06cc\u06a9 \u0631\u0627\u0647\u06a9\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li><strong>\u0645\u0647\u0646\u062f\u0633\u0627\u0646 DevOps:<\/strong> \u06a9\u0647 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0645\u062d\u0648\u0631 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631 \u0639\u0647\u062f\u0647 \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li><strong>\u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0648 \u0641\u0627\u0631\u063a\u200c\u0627\u0644\u062a\u062d\u0635\u06cc\u0644\u0627\u0646 \u0631\u0634\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0648 \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631:<\/strong> \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0633\u0628 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0648 \u067e\u0631\u062f\u0631\u0622\u0645\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0648 \u0627\u0628\u0631 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<\/ul>\n<p><em>* \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632: \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u0631\u0627\u06cc\u0627\u0646\u0634 \u0627\u0628\u0631\u06cc \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/em><\/p>\n<h2>\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0631\u06a9\u062a \u06a9\u0646\u06cc\u062f\u061f<\/h2>\n<h3>\u06f1. \u06a9\u0633\u0628 \u062a\u062e\u0635\u0635\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u062f\u0627\u062f\u0647<\/h3>\n<p>\u062a\u0631\u06a9\u06cc\u0628 \u0645\u0647\u0627\u0631\u062a \u062f\u0631 Google Cloud Platform \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u0627 Dask\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0645\u06cc\u0627\u0628\u200c\u062a\u0631\u06cc\u0646 \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u067e\u0631\u062a\u0642\u0627\u0636\u0627\u062a\u0631\u06cc\u0646 \u062a\u062e\u0635\u0635\u200c\u0647\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0633\u062a. \u0628\u0627 \u06af\u0630\u0631\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0628\u0647 \u0645\u062a\u062e\u0635\u0635\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u06a9\u0647 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0631\u0627\u06cc \u062d\u0644 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0622\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u06cc\u0646 \u06cc\u0639\u0646\u06cc \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0628\u0647\u062a\u0631 \u0648 \u062f\u0631\u0622\u0645\u062f \u0628\u0627\u0644\u0627\u062a\u0631.<\/p>\n<h3>\u06f2. \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0628\u0648\u0645\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/h3>\n<p>\u0628\u0631\u062e\u0644\u0627\u0641 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u060c Dask \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0627 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646 (Pandas, NumPy, Scikit-learn) \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u0639\u0646\u06cc \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u062f\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0628\u0647 \u06a9\u062f\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u06cc\u0627 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u06a9\u0627\u0645\u0644\u0627\u064b \u062c\u062f\u06cc\u062f \u0646\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a.<\/p>\n<h3>\u06f3. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631<\/h3>\n<p>\u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062a\u0626\u0648\u0631\u06cc \u0645\u062d\u0636 \u0622\u0645\u0648\u0632\u0634 \u0646\u0645\u06cc\u200c\u062f\u0647\u06cc\u0645. \u0634\u0645\u0627 \u0627\u0632 \u0647\u0645\u0627\u0646 \u0627\u0628\u062a\u062f\u0627 \u062f\u0633\u062a \u0628\u0647 \u06a9\u062f \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u0648 \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062c\u0627\u0645\u0639 \u0631\u0627 \u0627\u0632 \u0637\u0631\u0627\u062d\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u062a\u0627 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u06a9\u0627\u0631 \u062f\u0631\u062e\u0634\u0627\u0646 \u062f\u0631 \u0631\u0632\u0648\u0645\u0647 \u0634\u0645\u0627 \u062a\u0628\u062f\u06cc\u0644 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<h3>\u06f4. \u062a\u0633\u0644\u0637 \u0628\u0631 \u067e\u0644\u062a\u0641\u0631\u0645 \u067e\u06cc\u0634\u0631\u0648 \u0627\u0628\u0631\u06cc \u062c\u0647\u0627\u0646<\/h3>\n<p>Google Cloud Platform \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u062f\u0631\u062a\u060c \u0646\u0648\u0622\u0648\u0631\u06cc \u0648 \u062e\u062f\u0645\u0627\u062a \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 \u062f\u0631 \u062d\u0648\u0632\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0648\u0644 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u063a\u0648\u0644\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0633\u062a. \u062a\u0633\u0644\u0637 \u0628\u0631 \u0627\u06cc\u0646 \u067e\u0644\u062a\u0641\u0631\u0645\u060c \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0644\u0628\u0647 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<h3>\u06f5. \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0632\u06cc\u0646\u0647 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f<\/h3>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0632\u0631\u06af\u200c\u062a\u0631\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u062f\u0631 \u0631\u0627\u06cc\u0627\u0646\u0634 \u0627\u0628\u0631\u06cc\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0644\u0627\u0633\u062a\u0631\u0647\u0627\u06cc \u062f\u0627\u06cc\u0646\u0627\u0645\u06cc\u06a9 \u0628\u0633\u0627\u0632\u06cc\u062f \u06a9\u0647 \u0641\u0642\u0637 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0646\u06cc\u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u0645\u0635\u0631\u0641 \u06a9\u0646\u0646\u062f \u0648 \u0686\u06af\u0648\u0646\u0647 \u06a9\u062f\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u062d\u062f\u0627\u0642\u0644 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f\u061b \u0645\u0647\u0627\u0631\u062a\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0634\u0631\u06a9\u062a\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a.<\/p>\n<h2>\u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0648\u0631\u0647: \u0628\u06cc\u0634 \u0627\u0632 \u06f1\u06f0\u06f0 \u062f\u0631\u0633 \u0628\u0631\u0627\u06cc \u062a\u0633\u0644\u0637 \u06a9\u0627\u0645\u0644<\/h2>\n<p>\n \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u062f\u0642\u062a \u0641\u0631\u0627\u0648\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0648 \u0634\u0627\u0645\u0644 \u0628\u06cc\u0634 \u0627\u0632 <strong>\u06f1\u06f0\u06f0 \u0633\u0631\u0641\u0635\u0644 \u062f\u0642\u06cc\u0642 \u0648 \u062c\u0627\u0645\u0639<\/strong> \u0627\u0633\u062a \u062a\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0634\u0648\u062f \u06a9\u0647 \u0634\u0645\u0627 \u062a\u0645\u0627\u0645 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0631\u0627 \u0641\u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f. \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0646\u06cc\u0627\u062f\u06cc \u062a\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0645\u0631\u0627\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0648\u0631\u0647 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0641\u0627\u0641 \u0648 \u0645\u0646\u0637\u0642\u06cc \u0631\u0627 \u067e\u06cc\u0634 \u0631\u0648\u06cc \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f.\n <\/p>\n<p>\u0628\u062e\u0634\u06cc \u0627\u0632 \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062f\u0648\u0631\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>\u0641\u0635\u0644 \u0627\u0648\u0644: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 GCP<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u062f\u0648\u0645: \u063a\u0648\u0627\u0635\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 Dask: \u0627\u0632 DataFrames \u062a\u0627 Delayed \u0648 Futures<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u0633\u0648\u0645: \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06a9\u062f (IaC) \u0628\u0627 Terraform \u0628\u0631\u0627\u06cc GCP<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u0686\u0647\u0627\u0631\u0645: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644\u0627\u0633\u062a\u0631 Dask \u0631\u0648\u06cc Kubernetes (GKE)<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u067e\u0646\u062c\u0645: \u0645\u062f\u06cc\u0631\u06cc\u062a \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 Cloud Storage \u0648 IAM<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u0634\u0634\u0645: \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 GCP \u0645\u0627\u0646\u0646\u062f BigQuery<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u0647\u0641\u062a\u0645: \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u0628\u0627 CI\/CD \u0648 Google Cloud Build<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u0647\u0634\u062a\u0645: \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af\u060c \u0644\u0627\u06af\u06cc\u0646\u06af \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0647\u0632\u06cc\u0646\u0647<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u0646\u0647\u0645: \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627 (Best Practices) \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc Batch<\/strong><\/li>\n<li><strong>\u0641\u0635\u0644 \u062f\u0647\u0645: \u067e\u0631\u0648\u0698\u0647 \u0646\u0647\u0627\u06cc\u06cc: \u0633\u0627\u062e\u062a \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u0632 \u0635\u0641\u0631 \u062a\u0627 \u0635\u062f<\/strong><\/li>\n<\/ul>\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>\u062f\u0648\u0631\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 Google Cloud Platform \u0648 Dask \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 Google Cloud \u0648 Dask: \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u200c\u0646\u0647\u0627\u06cc\u062a \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0634\u0645\u0627: \u0627\u0632 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0627 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u062a\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0628\u0631\u06cc \u0622\u06cc\u0627 \u062a\u0627…<\/p>\n","protected":false},"featured_media":67493,"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 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[213261,196,1221],"product_tag":[213617,44649,205560,1406,1415,16473,227330,716,10523,1532,15566,2521,1404,473,227331],"class_list":{"0":"post-247746","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-google-cloud-platform-gcp","7":"product_cat-196","8":"product_cat-1221","9":"product_tag-advanced-distributed-computing","10":"product_tag-batch-processing","11":"product_tag-dask","12":"product_tag-gcp","13":"product_tag-google-cloud-platform","14":"product_tag--gcp","15":"product_tag---batch","16":"product_tag-716","17":"product_tag-10523","18":"product_tag-1532","19":"product_tag-15566","20":"product_tag-2521","21":"product_tag-1404","22":"product_tag-473","23":"product_tag--batch","24":"pmpro-has-access","25":"desktop-align-left","26":"tablet-align-left","27":"mobile-align-left","29":"first","30":"instock","31":"shipping-taxable","32":"purchasable","33":"product-type-variable"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u06a9\u062a\u0627\u0628 Google Cloud Platform: Batch Application Deployment and Management with Dask (Advanced Distributed Computing) - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/express24.ir\/d\/product\/supercourse-0000006963\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u06a9\u062a\u0627\u0628 Google Cloud Platform: Batch Application Deployment and Management with Dask (Advanced Distributed Computing) - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"\u062f\u0648\u0631\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 Google Cloud Platform \u0648 Dask \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 Google Cloud \u0648 Dask: \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u200c\u0646\u0647\u0627\u06cc\u062a \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0634\u0645\u0627: \u0627\u0632 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0627 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u062a\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0628\u0631\u06cc \u0622\u06cc\u0627 \u062a\u0627...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/express24.ir\/d\/product\/supercourse-0000006963\/\" \/>\n<meta property=\"og:site_name\" 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