{"id":250446,"date":"2025-11-27T05:55:08","date_gmt":"2025-11-27T06:55:08","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/supercourse-0000006624\/"},"modified":"2025-12-23T18:04:29","modified_gmt":"2025-12-23T19:04:29","slug":"supercourse-0000006624","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/supercourse-0000006624\/","title":{"rendered":"\u06a9\u062a\u0627\u0628 API Design for Machine Learning Models"},"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> API Design for Machine Learning Models<\/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> \u0627\u06cc\u200c\u067e\u06cc\u200c\u0622\u06cc (API) \u0648 \u0648\u0628\u200c\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627<\/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 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\n <\/li>\n
  • \n 2.<\/span> \u0645\u0628\u0627\u0646\u06cc API \u0648 \u0648\u0628\u200c\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\n <\/li>\n
  • \n 3.<\/span> \u0627\u0647\u0645\u06cc\u062a API \u062f\u0631 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\n <\/li>\n
  • \n 4.<\/span> \u0646\u0642\u0634 API \u062f\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML\n <\/li>\n
  • \n 5.<\/span> \u0627\u0635\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc API RESTful\n <\/li>\n
  • \n 6.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0648\u0628\u200c\u0633\u0631\u0648\u06cc\u0633 (REST, SOAP, GraphQL)\n <\/li>\n
  • \n 7.<\/span> \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc ML API\n <\/li>\n
  • \n 8.<\/span> \u0645\u0628\u0627\u0646\u06cc HTTP \u0648 \u0645\u062a\u062f\u0647\u0627\u06cc \u0622\u0646 (GET, POST, PUT, DELETE)\n <\/li>\n
  • \n 9.<\/span> \u06a9\u062f\u0647\u0627\u06cc \u0648\u0636\u0639\u06cc\u062a HTTP\n <\/li>\n
  • \n 10.<\/span> \u0645\u0628\u0627\u0646\u06cc JSON \u0648 XML\n <\/li>\n
  • \n 11.<\/span> \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc JSON \u0648 XML \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\n <\/li>\n
  • \n 12.<\/span> \u0645\u0628\u0627\u0646\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\n <\/li>\n
  • \n 13.<\/span> \u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\n <\/li>\n
  • \n 14.<\/span> \u0645\u0631\u0627\u062d\u0644 \u0633\u0627\u062e\u062a \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 15.<\/span> \u0645\u0641\u0647\u0648\u0645 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 16.<\/span> \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0633\u0627\u0632\u06cc \u0648\u0631\u0648\u062f\u06cc \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 17.<\/span> \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 18.<\/span> \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\n <\/li>\n
  • \n 19.<\/span> \u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc\n <\/li>\n
  • \n 20.<\/span> \u0627\u0647\u0645\u06cc\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc\n <\/li>\n
  • \n 21.<\/span> \u0645\u0641\u0647\u0648\u0645 \u0633\u0631\u06cc\u0627\u0644\u06cc \u06a9\u0631\u062f\u0646 (Serialization) \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML\n <\/li>\n
  • \n 22.<\/span> \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0633\u0631\u06cc\u0627\u0644\u06cc \u06a9\u0631\u062f\u0646 (Pickle, Joblib, HDF5)\n <\/li>\n
  • \n 23.<\/span> \u0633\u0631\u06cc\u0627\u0644\u06cc \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc TensorFlow \u0648 Keras\n <\/li>\n
  • \n 24.<\/span> \u0633\u0631\u06cc\u0627\u0644\u06cc \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc PyTorch\n <\/li>\n
  • \n 25.<\/span> \u0633\u0631\u06cc\u0627\u0644\u06cc \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Scikit-learn\n <\/li>\n
  • \n 26.<\/span> \u0645\u0641\u0647\u0648\u0645 Deserialization\n <\/li>\n
  • \n 27.<\/span> \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0627\u0644\u06cc \u0634\u062f\u0647\n <\/li>\n
  • \n 28.<\/span> \u0645\u0628\u0627\u0646\u06cc \u0633\u0627\u062e\u062a API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 29.<\/span> \u0686\u0631\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 ML \u062f\u0627\u0631\u06cc\u0645\u061f\n <\/li>\n
  • \n 30.<\/span> \u0627\u0646\u062a\u062e\u0627\u0628 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u0648\u0628 \u0628\u0631\u0627\u06cc API (Flask, FastAPI, Django)\n <\/li>\n
  • \n 31.<\/span> \u0645\u0628\u0627\u0646\u06cc FastAPI\n <\/li>\n
  • \n 32.<\/span> \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc FastAPI\n <\/li>\n
  • \n 33.<\/span> \u062a\u0639\u0631\u06cc\u0641 \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc (Endpoints) \u062f\u0631 FastAPI\n <\/li>\n
  • \n 34.<\/span> \u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u062f\u0631 FastAPI\n <\/li>\n
  • \n 35.<\/span> \u0627\u0631\u0633\u0627\u0644 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u062f\u0631 FastAPI\n <\/li>\n
  • \n 36.<\/span> \u062a\u0639\u0631\u06cc\u0641 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0648\u0631\u0648\u062f\u06cc (Pydantic Models)\n <\/li>\n
  • \n 37.<\/span> \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc\n <\/li>\n
  • \n 38.<\/span> \u062a\u0639\u0631\u06cc\u0641 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u062e\u0631\u0648\u062c\u06cc\n <\/li>\n
  • \n 39.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0627\u0647\u0627 \u062f\u0631 API\n <\/li>\n
  • \n 40.<\/span> \u062b\u0628\u062a \u062e\u0637\u0627\u0647\u0627 (Logging)\n <\/li>\n
  • \n 41.<\/span> \u0627\u0635\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc API \u062a\u0645\u06cc\u0632 \u0648 \u062e\u0648\u0627\u0646\u0627\n <\/li>\n
  • \n 42.<\/span> \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 Endpoints\n <\/li>\n
  • \n 43.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc Query \u0648 Path\n <\/li>\n
  • \n 44.<\/span> \u06a9\u0627\u0631 \u0628\u0627 \u0647\u062f\u0631\u0647\u0627\u06cc HTTP\n <\/li>\n
  • \n 45.<\/span> \u0645\u0628\u0627\u0646\u06cc CORS (Cross-Origin Resource Sharing)\n <\/li>\n
  • \n 46.<\/span> \u062a\u0646\u0638\u06cc\u0645 CORS \u062f\u0631 FastAPI\n <\/li>\n
  • \n 47.<\/span> \u062a\u0633\u062a API \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 48.<\/span> \u0645\u0628\u0627\u0646\u06cc \u062a\u0633\u062a \u0648\u0627\u062d\u062f (Unit Testing)\n <\/li>\n
  • \n 49.<\/span> \u0646\u0648\u0634\u062a\u0646 \u062a\u0633\u062a \u0628\u0631\u0627\u06cc Endpoints\n <\/li>\n
  • \n 50.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0633\u062a (Postman, Insomnia)\n <\/li>\n
  • \n 51.<\/span> \u0645\u0633\u062a\u0646\u062f\u0633\u0627\u0632\u06cc API\n <\/li>\n
  • \n 52.<\/span> \u0627\u0647\u0645\u06cc\u062a \u0645\u0633\u062a\u0646\u062f\u0633\u0627\u0632\u06cc\n <\/li>\n
  • \n 53.<\/span> \u062a\u0648\u0644\u06cc\u062f \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0628\u0627 Swagger\/OpenAPI\n <\/li>\n
  • \n 54.<\/span> \u0646\u0648\u0634\u062a\u0646 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0631\u0627\u06cc Endpoints\n <\/li>\n
  • \n 55.<\/span> \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0648 \u067e\u0627\u0633\u062e\n <\/li>\n
  • \n 56.<\/span> \u0645\u0628\u0627\u0646\u06cc Docker\n <\/li>\n
  • \n 57.<\/span> \u0686\u0631\u0627 \u0627\u0632 Docker \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u061f\n <\/li>\n
  • \n 58.<\/span> \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc Docker\n <\/li>\n
  • \n 59.<\/span> \u0646\u0648\u0634\u062a\u0646 Dockerfile \u0628\u0631\u0627\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 FastAPI\n <\/li>\n
  • \n 60.<\/span> \u0633\u0627\u062e\u062a \u0627\u06cc\u0645\u06cc\u062c Docker\n <\/li>\n
  • \n 61.<\/span> \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Docker\n <\/li>\n
  • \n 62.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 Orchestration (Kubernetes)\n <\/li>\n
  • \n 63.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Kubernetes\n <\/li>\n
  • \n 64.<\/span> \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 ML \u062f\u0631 Kubernetes\n <\/li>\n
  • \n 65.<\/span> \u0645\u0628\u0627\u0646\u06cc CI\/CD (Continuous Integration\/Continuous Deployment)\n <\/li>\n
  • \n 66.<\/span> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc CI\/CD (GitHub Actions, GitLab CI)\n <\/li>\n
  • \n 67.<\/span> \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0633\u0627\u062e\u062a \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 API \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 68.<\/span> \u0627\u0645\u0646\u06cc\u062a API \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 69.<\/span> \u0645\u0628\u0627\u0646\u06cc \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a (Authentication)\n <\/li>\n
  • \n 70.<\/span> \u0645\u0628\u0627\u0646\u06cc \u0645\u062c\u0648\u0632\u062f\u0647\u06cc (Authorization)\n <\/li>\n
  • \n 71.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API Keys\n <\/li>\n
  • \n 72.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OAuth2\n <\/li>\n
  • \n 73.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a Secret\u0647\u0627\n <\/li>\n
  • \n 74.<\/span> \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\n <\/li>\n
  • \n 75.<\/span> \u0645\u0628\u0627\u0646\u06cc HTTPS\n <\/li>\n
  • \n 76.<\/span> \u062a\u0623\u062b\u06cc\u0631 \u062a\u0627\u062e\u06cc\u0631 (Latency) \u062f\u0631 API \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 77.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc API\n <\/li>\n
  • \n 78.<\/span> \u06a9aching \u06a9\u0631\u062f\u0646 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\n <\/li>\n
  • \n 79.<\/span> \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0627\u0644\u06cc \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0647\u06cc\u0646\u0647\n <\/li>\n
  • \n 80.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af (Prometheus, Grafana)\n <\/li>\n
  • \n 81.<\/span> \u0631\u062f\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f API\n <\/li>\n
  • \n 82.<\/span> \u062a\u0634\u062e\u06cc\u0635 Bottleneck\u0647\u0627\n <\/li>\n
  • \n 83.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Microservices\n <\/li>\n
  • \n 84.<\/span> \u0637\u0631\u0627\u062d\u06cc Microservices \u0628\u0631\u0627\u06cc ML Pipeline\n <\/li>\n
  • \n 85.<\/span> \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 Microservices\n <\/li>\n
  • \n 86.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0636\u0639\u06cc\u062a (State Management) \u062f\u0631 Microservices\n <\/li>\n
  • \n 87.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Message Queues (Kafka, RabbitMQ)\n <\/li>\n
  • \n 88.<\/span> \u0645\u0628\u0627\u0646\u06cc Streaming Data\n <\/li>\n
  • \n 89.<\/span> \u0637\u0631\u0627\u062d\u06cc API \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc\n <\/li>\n
  • \n 90.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 WebSockets\n <\/li>\n
  • \n 91.<\/span> \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc API \u0645\u062f\u0644 ML\n <\/li>\n
  • \n 92.<\/span> API Gateway\n <\/li>\n
  • \n 93.<\/span> \u062a\u0646\u0638\u06cc\u0645\u0627\u062a Load Balancing\n <\/li>\n
  • \n 94.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u0646\u0633\u062e\u0647 API (API Versioning)\n <\/li>\n
  • \n 95.<\/span> \u0637\u0631\u0627\u062d\u06cc API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 ML (\u0645\u0627\u0646\u0646\u062f \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642)\n <\/li>\n
  • \n 96.<\/span> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\n <\/li>\n
  • \n 97.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 Edge AI API\n <\/li>\n
  • \n 98.<\/span> \u0637\u0631\u0627\u062d\u06cc API \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0644\u0628\u0647\n <\/li>\n
  • \n 99.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0646\u0631\u0698\u06cc \u0648 \u0645\u0646\u0627\u0628\u0639 \u062f\u0631 Edge AI API\n <\/li>\n
  • \n 100.<\/span> \u0645\u0628\u0627\u0646\u06cc MLOps\n <\/li>\n<\/ul>\n<\/div>\n

    \n
    \n
    \nAPI Design for Machine Learning Models: \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0633\u0627\u062e\u062a API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/title><br \/>\n<meta name=\"description\" content=\"\u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 API \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f \u0628\u0633\u0627\u0632\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0628\u062a\u062f\u06cc \u062a\u0627 \u0645\u062a\u062e\u0635\u0635 \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc API \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f.\"><br \/>\n<meta name=\"keywords\" content=\"API, API Design, Machine Learning, \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646, \u0648\u0628\u200c\u0633\u0631\u0648\u06cc\u0633, \u0648\u0628 \u0633\u0631\u0648\u06cc\u0633, REST API, API for ML, \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646, \u0622\u0645\u0648\u0632\u0634 API\"><\/p>\n<style>\nbody {\n font-family: Arial, sans-serif;\n line-height: 1.6;\n margin: 20px;\n}\nh1, h2, h3 {\n color: #333;\n}\n.highlight {\n background-color: #f0f8ff;\n padding: 10px;\n border-radius: 5px;\n}\nul {\n list-style-type: disc;\n margin-left: 20px;\n}\n<\/style>\n<p><\/head><br \/>\n<body><\/p>\n<h1>API Design for Machine Learning Models: \u0627\u0632 \u0635\u0641\u0631 \u062a\u0627 \u0642\u0647\u0631\u0645\u0627\u0646\u06cc \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML<\/h1>\n<h2>1. \u0645\u0639\u0631\u0641\u06cc \u062f\u0648\u0631\u0647<\/h2>\n<p>\u0622\u06cc\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f\u061f \u0622\u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0627\u0634\u062a\u0631\u0627\u06a9\u200c\u06af\u0630\u0627\u0631\u06cc \u0622\u0633\u0627\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u062a\u0627\u0646 \u0647\u0633\u062a\u06cc\u062f\u061f \u062f\u0648\u0631\u0647 <b>API Design for Machine Learning Models<\/b> \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\u0634 \u0647\u0633\u062a\u06cc\u062f! \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0634\u0645\u0627 \u0631\u0627\u0647\u200c\u0648\u0631\u0633\u0645 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc API \u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a. \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u062a\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0633\u0641\u0631 \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u0647\u0645\u0631\u0627\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0627 \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0641\u0642\u0637 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633 \u0646\u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f\u060c \u0628\u0644\u06a9\u0647 \u06cc\u06a9 <b>\u0645\u0639\u0645\u0627\u0631 API<\/b> \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f! \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 API \u0647\u0627\u06cc\u06cc \u0628\u0633\u0627\u0632\u06cc\u062f \u06a9\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0628\u0647\u06cc\u0646\u0647\u060c \u0627\u06cc\u0645\u0646 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0647\u0631 \u0645\u062d\u06cc\u0637\u06cc \u0647\u0633\u062a\u0646\u062f. \u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062d\u0635\u0648\u0644 \u0642\u0627\u0628\u0644 \u0627\u0631\u0627\u0626\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a \u062e\u0648\u062f \u062f\u0631\u0622\u0645\u062f \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f. \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u0628\u0647 \u062c\u0645\u0639 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 API \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f!<\/p>\n<h2>2. \u062f\u0631\u0628\u0627\u0631\u0647 \u062f\u0648\u0631\u0647<\/h2>\n<p>\u062f\u0648\u0631\u0647 <b>API Design for Machine Learning Models<\/b> \u06cc\u06a9 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u062a\u0645\u0627\u0645 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc\u060c \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 API \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u0633\u0637\u0648\u062d \u062a\u062c\u0631\u0628\u0647\u060c \u0627\u0632 \u0645\u0628\u062a\u062f\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \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\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0631\u06cc\u062f \u0648 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<h2>3. \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0628\u0627 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f:<\/p>\n<ul>\n<li>\u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 API \u0648 \u0648\u0628\u200c\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc RESTful API: \u0637\u0631\u0627\u062d\u06cc \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc<\/li>\n<li>\u0627\u0645\u0646\u06cc\u062a API: \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0648 \u0645\u062c\u0648\u0632<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc API \u0628\u0627 Python \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 Flask \u0648 FastAPI<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0627 \u0648 \u06af\u0632\u0627\u0631\u0634\u200c\u062f\u0647\u06cc<\/li>\n<li>\u0645\u0633\u062a\u0646\u062f\u0633\u0627\u0632\u06cc API (Swagger\/OpenAPI)<\/li>\n<li>\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc API<\/li>\n<li>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 API \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (AWS, Google Cloud, Azure)<\/li>\n<li>\u062a\u0633\u062a API \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0633\u062a<\/li>\n<li>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc API<\/li>\n<li>API Gateway \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062a\u0631\u0627\u0641\u06cc\u06a9<\/li>\n<\/ul>\n<h2>4. \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u062f\u0648\u0631\u0647<\/h2>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0632\u06cc\u0631 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 \u0648 \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u0646\u062f.<\/li>\n<li>\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u0648\u0628 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0627 \u0637\u0631\u0627\u062d\u06cc API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0622\u0634\u0646\u0627 \u0634\u0648\u0646\u062f.<\/li>\n<li>\u0645\u062f\u06cc\u0631\u0627\u0646 \u0648 \u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \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 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc API \u0647\u0627 \u0648 \u0648\u0628\u200c\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h2>5. \u0686\u0631\u0627 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0631\u0627 \u0628\u06af\u0630\u0631\u0627\u0646\u06cc\u0645\u061f<\/h2>\n<p>\u06af\u0630\u0631\u0627\u0646\u062f\u0646 \u062f\u0648\u0631\u0647 <b>API Design for Machine Learning Models<\/b> \u0645\u0632\u0627\u06cc\u0627\u06cc \u0628\u06cc\u200c\u0634\u0645\u0627\u0631\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u062f\u06cc\u06af\u0631\u0627\u0646 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<ul>\n<li><b>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u0647\u0627\u0631\u062a \u0648 \u0627\u0639\u062a\u0628\u0627\u0631:<\/b> \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0637\u0631\u0627\u062d\u06cc API\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648\u0628 \u0627\u0631\u062a\u0642\u0627 \u0645\u06cc\u200c\u062f\u0647\u06cc\u062f \u0648 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f.<\/li>\n<li><b>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0631\u0622\u0645\u062f:<\/b> \u0628\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u062f\u0631\u0622\u0645\u062f \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/li>\n<li><b>\u0628\u0647\u0628\u0648\u062f \u0647\u0645\u06a9\u0627\u0631\u06cc:<\/b> API \u0647\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u0628\u0627 \u062f\u06cc\u06af\u0631\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0647\u0645\u06a9\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.<\/li>\n<li><b>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0622\u0633\u0627\u0646:<\/b> \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/li>\n<li><b>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u0644\u06cc:<\/b> \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0634\u0645\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u0628\u0631\u06cc\u062f.<\/li>\n<li><b>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0648 \u062c\u0627\u0645\u0639\u0647:<\/b> \u0628\u0647 \u06cc\u06a9 \u062c\u0627\u0645\u0639\u0647 \u0627\u0632 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 API \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0644\u062d\u0642 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u0648 \u0627\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0627 \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f.<\/li>\n<\/ul>\n<h2>6. \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0647<\/h2>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0627\u0645\u0644 \u0628\u06cc\u0634 \u0627\u0632 100 \u0633\u0631\u0641\u0635\u0644 \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0635\u0641\u0631 \u062a\u0627 \u0635\u062f \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0645\u0631\u0627\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n<h3>\u0628\u062e\u0634 1: \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 API<\/h3>\n<ul>\n<li>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 API \u0648 \u0648\u0628 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627<\/li>\n<li>HTTP \u0648 \u0645\u062a\u062f\u0647\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a (GET, POST, PUT, DELETE)<\/li>\n<li>\u0627\u0646\u0648\u0627\u0639 API (REST, SOAP, GraphQL)<\/li>\n<li>JSON \u0648 XML: \u0641\u0631\u0645\u062a \u0647\u0627\u06cc \u062a\u0628\u0627\u062f\u0644 \u062f\u0627\u062f\u0647<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 RESTful<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 2: \u0637\u0631\u0627\u062d\u06cc RESTful API<\/h3>\n<ul>\n<li>\u0637\u0631\u0627\u062d\u06cc URL \u0647\u0627\u06cc RESTful<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639 \u0648 end point \u0647\u0627<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc schema \u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627 \u0648 \u067e\u0627\u0633\u062e \u0647\u0627<\/li>\n<li>\u0646\u0633\u062e\u0647 \u0628\u0646\u062f\u06cc API<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc API \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 3: \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc API \u0628\u0627 Python (Flask \u0648 FastAPI)<\/h3>\n<ul>\n<li>\u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u0648 \u0646\u0635\u0628 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627<\/li>\n<li>\u0633\u0627\u062e\u062a API \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0628\u0627 Flask<\/li>\n<li>\u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc API \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0627 Flask<\/li>\n<li>\u0645\u0639\u0631\u0641\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 FastAPI<\/li>\n<li>\u0633\u0627\u062e\u062a API \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627 FastAPI<\/li>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 Flask \u0648 FastAPI<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 4: \u0627\u0645\u0646\u06cc\u062a API<\/h3>\n<ul>\n<li>\u0645\u0628\u0627\u0646\u06cc \u0627\u0645\u0646\u06cc\u062a \u0648\u0628<\/li>\n<li>\u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a (Authentication)<\/li>\n<li>\u0645\u062c\u0648\u0632 (Authorization)<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 JWT (JSON Web Token)<\/li>\n<li>\u0627\u0645\u0646\u06cc\u062a API \u0628\u0627 HTTPS<\/li>\n<li>\u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0622\u0633\u06cc\u0628 \u067e\u0630\u06cc\u0631\u06cc \u0647\u0627 \u0648 \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0622\u0646 \u0647\u0627<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 5: \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627<\/h3>\n<ul>\n<li>\u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 (\u0645\u062a\u0646\u060c \u0639\u062f\u062f\u060c \u062a\u0627\u0631\u06cc\u062e \u0648 …)<\/li>\n<li>\u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f API \u0628\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0635\u062d\u06cc\u062d \u062f\u0627\u062f\u0647 \u0647\u0627<\/li>\n<li>\u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 API<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 6: \u0645\u0633\u062a\u0646\u062f\u0633\u0627\u0632\u06cc API<\/h3>\n<ul>\n<li>\u0627\u0647\u0645\u06cc\u062a \u0645\u0633\u062a\u0646\u062f\u0633\u0627\u0632\u06cc API<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Swagger\/OpenAPI \u0628\u0631\u0627\u06cc \u0645\u0633\u062a\u0646\u062f\u0633\u0627\u0632\u06cc<\/li>\n<li>\u062a\u0648\u0644\u06cc\u062f \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062e\u0648\u062f\u06a9\u0627\u0631<\/li>\n<li>\u062a\u0633\u062a API \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 7: \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc<\/h3>\n<ul>\n<li>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f API<\/li>\n<li>\u06a9\u0627\u0647\u0634 \u0632\u0645\u0627\u0646 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc API<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0634 (Caching)<\/li>\n<li>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc API \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 8: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 API<\/h3>\n<ul>\n<li>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 API \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (AWS, Google Cloud, Azure)<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a API \u0628\u0627 Docker Compose<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 9: \u062a\u0633\u062a API<\/h3>\n<ul>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0633\u062a API (Postman, Insomnia)<\/li>\n<li>\u062a\u0633\u062a \u0648\u0627\u062d\u062f \u0648 \u062a\u0633\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647<\/li>\n<li>\u062a\u0633\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 10: \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627<\/h3>\n<ul>\n<li>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627 \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc API<\/li>\n<li>\u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc API (Design Patterns)<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 11: \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc<\/h3>\n<ul>\n<li>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06cc\u06a9 API \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06cc\u06a9 API \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/li>\n<li>… (\u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f)<\/li>\n<\/ul>\n<p><b>\u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u062b\u0628\u062a\u200c\u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u06cc\u0646\u062f\u0647 \u0634\u063a\u0644\u06cc \u062e\u0648\u062f \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u0633\u0627\u0632\u06cc\u062f!<\/b><\/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>API Design for Machine Learning Models: \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0633\u0627\u062e\u062a API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 API Design for Machine Learning Models: \u0627\u0632 \u0635\u0641\u0631 \u062a\u0627 \u0642\u0647\u0631\u0645\u0627\u0646\u06cc \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc API \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML 1. \u0645\u0639\u0631\u0641\u06cc \u062f\u0648\u0631\u0647 \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f…<\/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":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[213307,196,1221],"product_tag":[16358,228605,1622,19,135055,713,3275,124,16363,1779,9458,65001,261,10427,267],"class_list":{"0":"post-250446","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat--api--","7":"product_cat-196","8":"product_cat-1221","9":"product_tag-api-design","10":"product_tag-apis-for-ml","11":"product_tag-backend-development","12":"product_tag-machine-learning","13":"product_tag-ml-models","14":"product_tag-programming","15":"product_tag-rest-api","16":"product_tag-software-development","17":"product_tag-web-services","18":"product_tag-1779","19":"product_tag--api","20":"product_tag-65001","21":"product_tag-261","22":"product_tag-10427","23":"product_tag-267","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 API Design for Machine Learning Models - \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-0000006624\/\" \/>\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 API Design for Machine Learning Models - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"API Design for Machine Learning Models: \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0633\u0627\u062e\u062a API \u0628\u0631\u0627\u06cc 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