{"id":17543,"date":"2025-12-17T20:16:03","date_gmt":"2025-12-17T16:46:03","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=17543"},"modified":"2025-12-17T20:16:03","modified_gmt":"2025-12-17T16:46:03","slug":"detect-analyze-compare-faces-amazon-rekognition","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/de\/amazon\/detect-analyze-compare-faces-amazon-rekognition\/","title":{"rendered":"Gesichtserkennung, -analyse und -vergleich mit Amazon Rekognition \u2013 Ein umfassender Leitfaden"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-intro\"><span id=\"%da%86%d8%b7%d9%88%d8%b1-%d9%85%db%8c%d8%aa%d9%88%d8%a7%d9%86-%d8%a8%d9%87%d8%b5%d9%88%d8%b1%d8%aa-%d8%b9%d9%85%d9%84%db%8c-%d8%a8%d8%a7-amazon-rekognition-%da%86%d9%87%d8%b1%d9%87\">\u0686\u0637\u0648\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0639\u0645\u0644\u06cc \u0628\u0627 Amazon Rekognition \u0686\u0647\u0631\u0647\u200c\u0647\u0627 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0631\u062f\u061f<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0639\u0645\u0644\u06cc \u0648 \u0641\u0646\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0686\u0637\u0648\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>Amazon Rekognition<\/strong> \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u0626\u0648\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u062a\u062d\u0644\u06cc\u0644 \u0645\u0634\u062e\u0635\u0627\u062a (\u0645\u062b\u0644 \u0633\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc\u060c \u062d\u0627\u0644\u062a \u0686\u0647\u0631\u0647\u060c \u0639\u06cc\u0646\u06a9 \u0648 \u0627\u062d\u0633\u0627\u0633\u0627\u062a) \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06cc\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u0686\u0647\u0631\u0647\u200c\u0647\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u062f. \u0647\u0645\u200c\u0686\u0646\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0627\u0645\u0646\u06cc\u062a\u060c \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc self-hosted \u0631\u0648\u06cc \u0633\u0631\u0648\u0631\u0647\u0627\u06cc GPU \u0648 \u0646\u06a9\u0627\u062a \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 (CDN\u060c BGP \u0648 \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646) \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-why\"><span id=\"%da%86%d8%b1%d8%a7-amazon-rekognition%d8%9f\">\u0686\u0631\u0627 Amazon Rekognition\u061f<\/span><\/h2>\n<p class=\"wp-block-paragraph\"><strong>Amazon Rekognition<\/strong> \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0645\u062f\u06cc\u0631\u06cc\u062a\u06cc AWS \u0628\u0631\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 API\u0647\u0627\u06cc \u0622\u0645\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u062a\u0634\u062e\u06cc\u0635 \u0645\u062a\u0646\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648 \u0648 \u0628\u0631\u0631\u0633\u06cc \u0627\u06cc\u0645\u0646\u06cc \u0645\u062d\u062a\u0648\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u0632\u0627\u06cc\u0627:<\/strong>\n<ul>\n<li class=\"wp-block-paragraph\">\u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u060c \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647.<\/li>\n<li class=\"wp-block-paragraph\">\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 SLA\u0647\u0627\u06cc AWS.<\/li>\n<li class=\"wp-block-paragraph\">\u0627\u062f\u063a\u0627\u0645 \u0628\u0627 S3\u060c Lambda\u060c SNS\u060c CloudWatch \u0648 CloudTrail.<\/li>\n<li class=\"wp-block-paragraph\">\u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <em>IndexFaces<\/em> \u0648 <em>SearchFacesByImage<\/em>.<\/li>\n<\/ul>\n<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u0639\u0627\u06cc\u0628 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc:<\/strong>\n<ul>\n<li class=\"wp-block-paragraph\">\u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u062d\u062c\u0645\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0627.<\/li>\n<li class=\"wp-block-paragraph\">\u0645\u0633\u0627\u0626\u0644 \u062d\u0627\u06a9\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 Region \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0627\u0646\u0637\u0628\u0627\u0642 \u0628\u0627 \u0645\u0642\u0631\u0631\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-architecture\"><span id=\"%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c-%da%a9%d9%84%db%8c-%d9%88-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%da%a9%d8%a7%d8%b1%db%8c\">\u0645\u0639\u0645\u0627\u0631\u06cc \u06a9\u0644\u06cc \u0648 \u062c\u0631\u06cc\u0627\u0646 \u06a9\u0627\u0631\u06cc<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0647\u0631\u0647 \u0628\u0627 Rekognition \u0634\u0627\u0645\u0644 \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ol>\n<li class=\"wp-block-paragraph\">\u0622\u067e\u0644\u0648\u062f \u062a\u0635\u0648\u06cc\u0631\/\u0648\u06cc\u062f\u0626\u0648 \u0628\u0647 S3 (\u06cc\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0647 API).<\/li>\n<li class=\"wp-block-paragraph\">\u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc API \u0645\u062b\u0644 <em>DetectFaces<\/em>\u060c <em>CompareFaces<\/em> \u06cc\u0627 <em>StartFaceDetection<\/em> \u0628\u0631\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648.<\/li>\n<li class=\"wp-block-paragraph\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0646\u0627\u0647\u0645\u06af\u0627\u0645 \u0628\u0631\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648: Rekognition \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0647 SNS\/SQS\/Lambda \u0645\u06cc\u200c\u0631\u0633\u0627\u0646\u062f.<\/li>\n<li class=\"wp-block-paragraph\">\u0630\u062e\u06cc\u0631\u0647\u0654 \u0646\u062a\u0627\u06cc\u062c \u062f\u0631 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 (DynamoDB\/Postgres) \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0631 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0648\u0628.<\/li>\n<\/ol>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0623\u062e\u06cc\u0631 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u062c\u0631\u06cc\u0627\u0646 \u0631\u0627 \u0628\u0627 CDN\u060c VPC endpoints \u0648 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc BGP \u062f\u0631 \u0634\u0628\u06a9\u0647\u0654 \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0628\u0647\u0628\u0648\u062f \u062f\u0627\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-setup\"><span id=\"%d8%b1%d8%a7%d9%87%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c-%d8%a7%d9%88%d9%84%db%8c%d9%87-aws-cli%d8%8c-iam%d8%8c-s3\">\u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0627\u0648\u0644\u06cc\u0647 (AWS CLI\u060c IAM\u060c S3)<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-setup-cli\"><span id=\"%d9%86%d8%b5%d8%a8-aws-cli-%d9%88-%d9%be%db%8c%da%a9%d8%b1%d8%a8%d9%86%d8%af%db%8c\">\u0646\u0635\u0628 AWS CLI \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647\u0654 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0631\u0648\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Debian\/Ubuntu:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>sudo apt update\nsudo apt install -y awscli\naws configure\n# Enter AWS Access Key, Secret Key, region, and output format (json)<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-setup-iam\"><span id=\"%d9%86%d9%85%d9%88%d9%86%d9%87-iam-policy-%da%a9%d9%85%d8%aa%d8%b1%db%8c%d9%86-%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-rekognition\">\u0646\u0645\u0648\u0646\u0647 IAM policy \u06a9\u0645\u200c\u062a\u0631\u06cc\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0631\u0627\u06cc Rekognition<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647\u0654 JSON policy \u06a9\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 Rekognition \u0648 \u062e\u0648\u0627\u0646\u062f\u0646\/\u0646\u0648\u0634\u062a\u0646 \u0631\u0648\u06cc \u06cc\u06a9 bucket \u0645\u0634\u062e\u0635 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-js\" data-lang=\"JavaScript\"><code>{\n  \"Version\": \"2012-10-17\",\n  \"Statement\": [\n    {\n      \"Effect\": \"Allow\",\n      \"Action\": [\n        \"rekognition:DetectFaces\",\n        \"rekognition:CompareFaces\",\n        \"rekognition:IndexFaces\",\n        \"rekognition:SearchFacesByImage\",\n        \"rekognition:StartFaceDetection\",\n        \"rekognition:GetFaceDetection\"\n      ],\n      \"Resource\": \"*\"\n    },\n    {\n      \"Effect\": \"Allow\",\n      \"Action\": [\n        \"s3:GetObject\",\n        \"s3:PutObject\"\n      ],\n      \"Resource\": \"arn:aws:s3:::your-bucket-name\/*\"\n    }\n  ]\n}<\/code><\/pre>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-examples\"><span id=\"%d9%85%d8%ab%d8%a7%d9%84%d9%87%d8%a7%db%8c-%d8%b9%d9%85%d9%84%db%8c-%d8%a8%d8%a7-python-boto3\">\u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0627 Python (boto3)<\/span><\/h2>\n<p class=\"wp-block-paragraph\"><em>\u0646\u06a9\u062a\u0647:<\/em> \u0642\u0628\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627 awscli \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc AWS_ACCESS_KEY_ID \u0648 AWS_SECRET_ACCESS_KEY \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-detectfaces\"><span id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d8%aa%d8%b5%d9%88%db%8c%d8%b1-detectfaces\">\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 (DetectFaces)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647 \u06a9\u062f Python \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc DetectFaces:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import boto3\n\nrek = boto3.client('rekognition', region_name='us-east-1')\nwith open('person.jpg','rb') as img:\n    resp = rek.detect_faces(Image={'Bytes': img.read()}, Attributes=['ALL'])\nprint(resp)<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u0645\u062a\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0633\u0646 \u062a\u062e\u0645\u06cc\u0646\u06cc\u060c \u062d\u0627\u0644\u062a \u0686\u0634\u0645\/\u062f\u0647\u0627\u0646\u060c \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u0645\u062e\u062a\u0635\u0627\u062a BoundingBox \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-comparefaces\"><span id=\"%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87-%d8%af%d9%88-%da%86%d9%87%d8%b1%d9%87-comparefaces\">\u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0648 \u0686\u0647\u0631\u0647 (CompareFaces)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647\u0654 \u0633\u0627\u062f\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0648 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062e\u0648\u0627\u0646\u062f\u0646 \u0645\u0642\u062f\u0627\u0631 Similarity:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import boto3\n\nrek = boto3.client('rekognition')\nwith open('source.jpg','rb') as s, open('target.jpg','rb') as t:\n    resp = rek.compare_faces(SourceImage={'Bytes': s.read()}, TargetImage={'Bytes': t.read()})\nfor match in resp['FaceMatches']:\n    print(match['Similarity'], match['Face']['BoundingBox'])<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u0647\u0645: <strong>Similarity threshold<\/strong> \u2014 \u0639\u062f\u062f\u06cc \u0628\u06cc\u0646 0-100 \u06a9\u0647 \u0645\u06cc\u0632\u0627\u0646 \u062a\u0634\u0627\u0628\u0647 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-collections\"><span id=\"%d8%a7%db%8c%d8%ac%d8%a7%d8%af-collection-%d9%88-%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-indexfaces-searchfacesbyimage\">\u0627\u06cc\u062c\u0627\u062f Collection \u0648 \u062c\u0633\u062a\u062c\u0648 (IndexFaces + SearchFacesByImage)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u06af\u0648\u06cc \u0627\u06cc\u062c\u0627\u062f Collection\u060c \u0627\u0641\u0632\u0648\u062f\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0686\u0647\u0631\u0647:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import boto3\n\nrek = boto3.client('rekognition')\n\n# Create collection\nrek.create_collection(CollectionId='employees')\n\n# Index a face\nwith open('employee1.jpg','rb') as img:\n    rek.index_faces(CollectionId='employees', Image={'Bytes': img.read()}, ExternalImageId='emp1')\n\n# Search by image\nwith open('unknown.jpg','rb') as img:\n    resp = rek.search_faces_by_image(CollectionId='employees', Image={'Bytes': img.read()}, MaxFaces=5, FaceMatchThreshold=85)\nprint(resp['FaceMatches'])<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u0627\u0644\u06af\u0648 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\/\u062e\u0631\u0648\u062c \u06cc\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-rekognition-video\"><span id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%da%86%d9%87%d8%b1%d9%87-%d8%af%d8%b1-%d9%88%db%8c%d8%af%d8%a6%d9%88-rekognition-video\">\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u0648\u06cc\u062f\u0626\u0648 (Rekognition Video)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0631\u0648\u0646\u062f \u06a9\u0644\u06cc: \u0622\u067e\u0644\u0648\u062f \u0648\u06cc\u062f\u0626\u0648 \u0628\u0647 S3\u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc start_face_detection\u060c \u062f\u0631\u06cc\u0627\u0641\u062a JobId \u0648 \u062e\u0648\u0627\u0646\u062f\u0646 \u0646\u062a\u0627\u06cc\u062c \u0628\u0627 get_face_detection \u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SNS \u0628\u0631\u0627\u06cc \u0627\u0639\u0644\u0627\u0646.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import boto3\n\nrek = boto3.client('rekognition')\n\njob = rek.start_face_detection(Video={'S3Object':{'Bucket':'mybucket','Name':'video.mp4'}})\njob_id = job['JobId']\n\n# Poll for results or use SNS to receive completion notification\nresp = rek.get_face_detection(JobId=job_id)\nprint(resp)<\/code><\/pre>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-security\"><span id=\"%d9%86%da%a9%d8%a7%d8%aa-%d8%b9%d9%85%d9%84%db%8c-%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1%d8%8c-%d8%a7%d9%85%d9%86%db%8c%d8%aa-%d9%88-%d8%ad%d8%b1%db%8c%d9%85-%d8%ae%d8%b5%d9%88%d8%b5%db%8c\">\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0627\u0645\u0646\u06cc\u062a \u0648 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/span><\/h2>\n<div class=\"pk-alert pk-alert-info\" role=\"alert\" >\n<strong>\u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc:<\/strong> \u0627\u0632 SSE-S3 \u06cc\u0627 SSE-KMS \u0628\u0631\u0627\u06cc S3 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u06a9\u0644\u06cc\u062f\u0647\u0627 \u0631\u0627 \u0628\u0627 AWS KMS \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f.<br \/>\n<\/div>\n<p class=\"wp-block-paragraph\">\u0686\u0646\u062f \u0642\u0627\u0639\u062f\u0647\u0654 \u06a9\u0644\u06cc\u062f\u06cc:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>Least Privilege:<\/strong> IAM Role\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u062c\u0648\u0632 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>VPC Endpoint:<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 S3 \u0648 Rekognition \u0627\u0632 VPC Endpoint \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0639\u0645\u0648\u0645\u06cc \u0639\u0628\u0648\u0631 \u0646\u06a9\u0646\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0644\u0627\u06af \u0648 Audit:<\/strong> CloudTrail \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc\u200c\u0647\u0627\u06cc Rekognition \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 S3 \u062b\u0628\u062a \u0634\u0648\u0646\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633:<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0646\u0637\u0628\u0627\u0642 \u0628\u0627 GDPR \u06cc\u0627 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0645\u062d\u0644\u06cc\u060c Region \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646:<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u0654 \u0639\u0645\u0648\u0645\u06cc \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c <em>\u0631\u0636\u0627\u06cc\u062a \u0622\u06af\u0627\u0647\u0627\u0646\u0647<\/em> \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062f\u0647 \u0648 \u0633\u06cc\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u062d\u0630\u0641 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-gpu\"><span id=\"%d8%b2%d9%85%d8%a7%d9%86%db%8c-%da%a9%d9%87-%d8%a8%d8%a7%db%8c%d8%af-%d8%a7%d8%b2-%d8%b3%d8%b1%d9%88%d8%b1-gpu-%db%8c%d8%a7-%d9%85%d8%af%d9%84-%d8%ae%d9%88%d8%af%d8%aa%d8%a7%d9%86-%d8%a7%d8%b3%d8%aa\">\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0633\u0631\u0648\u0631 GPU \u06cc\u0627 \u0645\u062f\u0644 \u062e\u0648\u062f\u062a\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/span><\/h2>\n<p class=\"wp-block-paragraph\">Amazon Rekognition \u0645\u0646\u0627\u0633\u0628 \u0645\u0648\u0627\u0631\u062f \u0633\u0631\u06cc\u0639 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a\u06cc \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u0632\u06cc\u0631 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0645\u062f\u0644 \u0631\u0627 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 GPU \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\">\u0646\u06cc\u0627\u0632 \u0628\u0647 \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc \u0628\u0627\u0644\u0627 (\u0645\u062b\u0644\u0627\u064b ArcFace \u06cc\u0627 FaceNet \u0628\u0627 fine-tuning \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a \u062f\u0627\u062e\u0644\u06cc).<\/li>\n<li class=\"wp-block-paragraph\">\u0646\u06cc\u0627\u0632 \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 (data residency).<\/li>\n<li class=\"wp-block-paragraph\">\u0647\u0632\u06cc\u0646\u0647\u0654 \u0628\u0627\u0644\u0627 \u062f\u0631 \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0623\u062e\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646 (real-time inference \u062f\u0631 \u0644\u0628\u0647).<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>Inference latency-sensitive:<\/strong> NVIDIA T4 \u06cc\u0627 RTX 4000\/5000.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Training \u06cc\u0627 fine-tuning:<\/strong> NVIDIA A100 \u06cc\u0627 V100.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062f\u06cc\u0633\u06a9:<\/strong> NVMe SSD \u0628\u0631\u0627\u06cc I\/O \u0628\u0627\u0644\u0627.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0634\u0628\u06a9\u0647:<\/strong> 10Gbps \u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u060c \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 BGP\/CDN \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062a\u0623\u062e\u06cc\u0631 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0645\u0627 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc GPU \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647\u0654 \u062c\u0647\u0627\u0646\u06cc \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc realtime \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-locations\"><span id=\"%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%a7%d9%86%d9%81%db%8c%da%af%d9%87%d8%a7-%d9%88-%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87-%d9%84%d9%88%da%a9%db%8c%d8%b4%d9%86%d9%87%d8%a7\">\u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0646\u0641\u06cc\u06af\u200c\u0647\u0627 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0644\u0648\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062a\u0623\u062e\u06cc\u0631<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 latency:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0628\u0647 \u062a\u0623\u062e\u06cc\u0631\u060c \u06a9\u0627\u0631\u0628\u0631\u0647\u0627 \u0648 \u0633\u0631\u0648\u0631\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f. \u0634\u0628\u06a9\u0647\u0654 \u0645\u0627 \u0628\u0627 \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0648 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc BGP \u0627\u0645\u06a9\u0627\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u062a\u0631\u06cc\u062f \u06cc\u0627 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633: \u0645\u0633\u062a\u0642\u0631 \u06a9\u0631\u062f\u0646 \u0633\u0631\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0635\u0631\u0627\u0641\u06cc\/\u0633\u0631\u0648\u0631 \u0645\u0642\u0635\u062f \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CDN \u0648 VPC Peering \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0627\u067e\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u0647\u0645 \u0627\u0633\u062a: \u0630\u062e\u06cc\u0631\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u06a9\u0634\u0648\u0631 \u06a9\u0627\u0631\u0628\u0631 (Data Residency).<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0645\u0642\u0627\u06cc\u0633\u0647\u0654 \u0639\u0645\u0648\u0645\u06cc:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0644\u0648\u06a9\u06cc\u0634\u0646 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631:<\/strong> \u06a9\u0645\u062a\u0631\u06cc\u0646 latency \u0648 \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u0654 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0644\u0648\u06a9\u06cc\u0634\u0646 \u0645\u062c\u0647\u0632 \u0628\u0647 GPU:<\/strong> \u0645\u0646\u0627\u0633\u0628 infer\/train.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0644\u0648\u06a9\u06cc\u0634\u0646 \u0628\u0627 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc BGP \u0627\u062e\u062a\u0635\u0627\u0635\u06cc:<\/strong> \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0648 \u062a\u062d\u0645\u0644 \u062e\u0637\u0627\u06cc \u0628\u0627\u0644\u0627\u062a\u0631.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-monitoring\"><span id=\"%d9%85%d8%a7%d9%86%db%8c%d8%aa%d9%88%d8%b1%db%8c%d9%86%da%af%d8%8c-%d9%87%d8%b2%db%8c%d9%86%d9%87-%d9%88-%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c\">\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af\u060c \u0647\u0632\u06cc\u0646\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc<\/span><\/h2>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647:<\/strong> \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648\u0647\u0627 \u0627\u0632 \u062d\u0627\u0644\u062a \u0622\u0641\u0644\u0627\u06cc\u0646 Rekognition \u0648 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u062f\u0631 \u0633\u0627\u0639\u0627\u062a \u06a9\u0645\u200c\u0645\u0635\u0631\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u06a9\u0634\u06cc\u0646\u06af:<\/strong> \u0646\u062a\u0627\u06cc\u062c \u062a\u0634\u062e\u06cc\u0635 \u0631\u0627 \u062f\u0631 Redis \u06a9\u0634 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0647\u0632\u06cc\u0646\u0647\u0654 API \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af:<\/strong> \u0627\u0632 CloudWatch Metrics \u0648 \u0622\u0644\u0627\u0631\u0645\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0631\u0648\u06cc \u0646\u0631\u062e \u062e\u0637\u0627 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u062a:<\/strong> Threshold\u0647\u0627\u06cc Similarity \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0646\u0631\u062e False Positive\/Negative \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u061b \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u0632 \u0622\u0633\u062a\u0627\u0646\u0647\u0654 \u0628\u0627\u0644\u0627\u062a\u0631 (>90) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-docker\"><span id=\"%d9%86%d9%85%d9%88%d9%86%d9%87-docker-%d9%88-%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-%d8%b3%d8%a7%d8%af%d9%87\">\u0646\u0645\u0648\u0646\u0647 Docker \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0633\u0627\u062f\u0647<\/span><\/h2>\n<p class=\"wp-block-paragraph\">Dockerfile \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u067e Python \u06a9\u0647 \u0627\u0632 Rekognition \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>FROM python:3.11-slim\nWORKDIR \/app\nCOPY requirements.txt .\nRUN pip install -r requirements.txt\nCOPY . .\nCMD [\"python\",\"app.py\"]<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0648\u06cc VPS \u06cc\u0627 \u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647\u0654 \u0633\u0631\u06cc\u0639 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0627 Load Balancer \u0648 Auto-scaling \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\"><span id=\"%d8%ac%d9%85%d8%b9%d8%a8%d9%86%d8%af%db%8c-%d9%85%d8%b2%d8%a7%db%8c%d8%a7-%d9%88-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%a7%d8%ad%d8%aa%db%8c%d8%a7%d8%b7\">\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u2014 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u062d\u062a\u06cc\u0627\u0637<\/span><\/h2>\n<p class=\"wp-block-paragraph\"><strong>Amazon Rekognition<\/strong> \u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0686\u0647\u0631\u0647 \u0627\u0633\u062a. \u0627\u06af\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u060c \u062d\u0627\u06a9\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u06cc\u0627 \u062a\u0623\u062e\u06cc\u0631 \u062e\u06cc\u0644\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u062f\u0627\u0631\u06cc\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631 GPU \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0648\u0645\u06cc (\u0645\u062b\u0644\u0627\u064b ArcFace) \u0645\u0646\u0637\u0642\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 (\u0645\u062b\u0644 VPS \u0645\u062e\u0635\u0648\u0635 \u062a\u0631\u06cc\u062f\u060c \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc AI\u060c \u06cc\u0627 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0645\u0646 \u0628\u0627 DDoS Protection \u0648 CDN \u062f\u0631 \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0631\u0631\u0633\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0642\u06cc\u0645\u062a\u200c\u06af\u0630\u0627\u0631\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0634\u0648\u062f.<\/p>\n<div class=\"pk-alert pk-alert-warning\" role=\"alert\" >\n<strong>\u062a\u0648\u0635\u06cc\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc:<\/strong> \u0647\u0645\u0648\u0627\u0631\u0647 \u0627\u0632 \u0627\u0635\u0648\u0644 Least Privilege\u060c \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062b\u0628\u062a \u0644\u0627\u06af (CloudTrail) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0631\u06cc\u0633\u06a9 \u0646\u0634\u062a \u06cc\u0627 \u0633\u0648\u0621\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<br \/>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-faq\"><span id=\"%d8%b3%d8%a4%d8%a7%d9%84%d8%a7%d8%aa-%d9%85%d8%aa%d8%af%d8%a7%d9%88%d9%84\">\u0633\u0624\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644<\/span><\/h2>\n<div id=\"collapsibles-6a03b55cee6ce\" class=\"pk-collapsibles\" role=\"tablist\" aria-multiselectable=\"true\">\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03b55cee62b\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03b55cee62b\" data-parent=\"#pk-collapsibles-6a03b55cee6ce\" aria-controls=\"collapse-6a03b55cee62b\">\n\t\t\t\t\t\t\u06f1. Amazon Rekognition \u0686\u06cc\u0633\u062a\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03b55cee62b\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03b55cee62b\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\nAmazon Rekognition \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 AWS \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648 \u0627\u0633\u062a.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03b55cee65e\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03b55cee65e\" data-parent=\"#pk-collapsibles-6a03b55cee6ce\" aria-controls=\"collapse-6a03b55cee65e\">\n\t\t\t\t\t\t\u06f2. \u0622\u06cc\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Rekognition \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u062f\u0627\u0631\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03b55cee65e\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03b55cee65e\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u062e\u06cc\u0631\u060c \u0633\u0631\u0648\u06cc\u0633 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u062f\u0647 \u062f\u0627\u0631\u062f \u0648 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647 \u0646\u06cc\u0633\u062a.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03b55cee687\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03b55cee687\" data-parent=\"#pk-collapsibles-6a03b55cee6ce\" aria-controls=\"collapse-6a03b55cee687\">\n\t\t\t\t\t\t\u06f3. \u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0628\u0627\u06cc\u062f \u0627\u0632 \u0633\u0631\u0648\u0631 GPU \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03b55cee687\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03b55cee687\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0647 \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u060c \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06cc\u0627 \u062a\u0627\u062e\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u0627\u0632 \u0633\u0631\u0648\u0631 GPU \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03b55cee6ad\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03b55cee6ad\" data-parent=\"#pk-collapsibles-6a03b55cee6ce\" aria-controls=\"collapse-6a03b55cee6ad\">\n\t\t\t\t\t\t\u06f4. \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03b55cee6ad\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03b55cee6ad\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc\u060c \u06a9\u0634\u06cc\u0646\u06af \u0646\u062a\u0627\u06cc\u062c \u0648 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u062f\u0631 \u0633\u0627\u0639\u0627\u062a \u06a9\u0645\u200c\u0645\u0635\u0631\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<\/div>\n\t\t\n<p><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Amazon Rekognition 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Erfahren Sie mehr \u00fcber Implementierungsmethoden und Sicherheitstipps.","protected":false},"author":8,"featured_media":17545,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"\u0622\u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0627\u0645\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0647\u0633\u062a\u06cc\u062f\u061f \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0627 \u0645\u0632\u0627\u06cc\u0627\u06cc Amazon Rekognition \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc 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