{"id":408,"date":"2017-10-13T11:16:54","date_gmt":"2017-10-13T02:16:54","guid":{"rendered":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/blog\/2017\/10\/13\/amazon-ai"},"modified":"2022-10-28T22:39:00","modified_gmt":"2022-10-28T13:39:00","slug":"amazon-ai","status":"publish","type":"post","link":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/blog\/2017\/10\/13\/amazon-ai\/","title":{"rendered":"AWS IoT + Amazon Rekognition\/Polly + Raspberry Pi\u3067\u6620\u50cf\u76e3\u8996&#038;\u97f3\u58f0\u901a\u77e5\u30b7\u30b9\u30c6\u30e0\u3092\u3064\u304f\u308b"},"content":{"rendered":"<p>[\u682a\u5f0f\u4f1a\u793eMMM\u304c2017\u5e74\u5ea6\u4e0b\u534a\u671f\u306b\u6ce8\u529b\u3057\u3066\u3044\u308b\u6280\u8853\u9818\u57df(\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3001IoT\/AI\u3001\u30af\u30e9\u30a6\u30c9\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3)](<a href=\"https:\/\/blog.mmmcorp.co.jp\/blog\/2017\/10\/10\/Second_half_of_FY2017_MMM\/#2%EF%BC%8EAWS\">https:\/\/blog.mmmcorp.co.jp\/blog\/2017\/10\/10\/Second_half_of_FY2017_MMM\/#2\uff0eAWS<\/a> IoT\u30fbAmazon AI\u3092\u521d\u3081\u3068\u3057\u305f\u5148\u9032\u6280\u8853)\u3068\u3044\u3046\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u304c\u3001AWS IoT + Amazon Rekognition\/Polly + Raspberry Pi\u3092\u4f7f\u3063\u3066\u3001\u6620\u50cf\u76e3\u8996\u304a\u3088\u3073\u3001\u7570\u5e38\u691c\u77e5\u3092\u97f3\u58f0\u3067\u901a\u77e5(\u4e0d\u5be9\u8005\u3092\u5a01\u5687)\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u3064\u304f\u3063\u3066\u307f\u305f\u3002\u3053\u3053\u3067\u306f\u3001\u305d\u306e\u969b\u306e\u8a2d\u8a08\u3084\u60c5\u5831\u3092\u307e\u3068\u3081\u3066\u307f\u308b\u3002<\/p>\n<h2 id=\"outline__1\" id=\"\u8a2d\u8a08\u6982\u8981\">\u8a2d\u8a08\u6982\u8981<\/h2>\n<p>\u5168\u4f53\u7684\u306a\u30b5\u30fc\u30d3\u30b9\u8a2d\u8a08\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n<p><img src=\"\/images\/Second_half_of_FY2017_MMM\/IoT_case2.png\" alt=\"\"><\/p>\n<p>\u7c21\u5358\u306a\u30d5\u30ed\u30fc\u3092\u4ee5\u4e0b\u306b\u30c6\u30ad\u30b9\u30c8\u3067\u8a18\u3059\u3002<\/p>\n<ol>\n<li>Raspberry Pi\u306b\u63a5\u7d9a\u3057\u305f\u30ab\u30e1\u30e9\u306760\u79d2\u306b1\u56de\u753b\u50cf\u3092\u30ad\u30e3\u30d7\u30c1\u30e3<\/li>\n<li>\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u305f\u753b\u50cf\u3092S3\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/li>\n<li>S3\u3078\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u30c8\u30ea\u30ac\u30fc\u306b\u3001Lambda\u95a2\u6570\u3092\u5b9f\u884c<\/li>\n<li>Rekognition\u306b\u3088\u308b\u753b\u50cf\u89e3\u6790<\/li>\n<li>\u753b\u50cf\u306b\u7570\u5e38\u3092\u691c\u77e5\u3057\u305f\u3089(\u4eba\u3068\u5224\u65ad\u3067\u304d\u308b\u3082\u306e\u304c\u5199\u308a\u8fbc\u3093\u3067\u3044\u305f\u3089)\u3001AWS IoT\u7d4c\u7531\u3067Raspberry Pi\u306b\u901a\u77e5<\/li>\n<li>Raspberry Pi\u5074\u3067\u901a\u77e5\u3092\u53d7\u3051\u53d6\u308b\u3068\u3001Polly\u306eAPI\u3067\u97f3\u58f0\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u30b9\u30d4\u30fc\u30ab\u30fc\u3067\u518d\u751f\u3059\u308b<\/li>\n<\/ol>\n<p>\u4ee5\u4e0b\u3067\u3001\u3053\u3061\u3089\u306e\u8a2d\u8a08\u8a73\u7d30\u3092\u7d39\u4ecb\u3057\u3066\u3086\u304f\u3002<\/p>\n<h2 id=\"outline__2\" id=\"\u8a2d\u8a08\u8a73\u7d30\">\u8a2d\u8a08\u8a73\u7d30<\/h2>\n<h3 id=\"outline__2_1\" id=\"lambda\u95a2\u6570\">Lambda\u95a2\u6570<\/h3>\n<p><a href=\"http:\/\/apex.run\/\">Apex<\/a>\u3092\u7528\u3044\u3066Golang\u3067\u958b\u767a\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u306f<code>glide<\/code><\/li>\n<li>\u74b0\u5883\u5909\u6570\u306f<code>env.json<\/code>\u3092\u4f5c\u6210\u3057\u3001\u30c7\u30d7\u30ed\u30a4\u6642\u306b<code>apex deploy --env-file env.json<\/code>\u306e\u3088\u3046\u306b\u5b9f\u884c\u3059\u308b\u3002<\/li>\n<\/ul>\n<h3 id=\"outline__2_2\" id=\"raspberry-pi\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\">Raspberry Pi\u30af\u30e9\u30a4\u30a2\u30f3\u30c8<\/h3>\n<p>Node\u3067\u958b\u767a\u3057\u305f\u3002<\/p>\n<ul>\n<li>git\u7ba1\u7406\u3057\u305f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u30d7\u30eb\u3057\u3066\u52d5\u304b\u3059\u3002<\/li>\n<li>\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u306b\u306f<code>npm<\/code>\u3092\u4f7f\u7528\u3057\u305f\u3002<\/li>\n<li>\u7279\u306bwebpack\u3084\u578b\u306a\u3069\u3082\u4f7f\u7528\u3057\u3066\u3044\u306a\u3044\u3002<\/li>\n<li>\u74b0\u5883\u5909\u6570\u3084\u8a3c\u660e\u66f8\u306fgit\u7ba1\u7406\u3057\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u30c7\u30d0\u30a4\u30b9\u5074\u306b\u624b\u52d5\u3067\u8a2d\u7f6e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/li>\n<\/ul>\n<h2 id=\"outline__3\" id=\"\u5b9f\u88c5\u624b\u9806\">\u5b9f\u88c5\u624b\u9806<\/h2>\n<p>\u3053\u3053\u304b\u3089\u306f\u5b9f\u969b\u306e\u5b9f\u88c5\u624b\u9806\u3092\u7c21\u5358\u306b\u7d39\u4ecb\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3046\u3002<\/p>\n<h3 id=\"outline__3_1\" id=\"1raspberry-pi\u306b\u3088\u308b\u753b\u50cf\u30ad\u30e3\u30d7\u30c1\u30e3s3\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\">1.Raspberry Pi\u306b\u3088\u308b\u753b\u50cf\u30ad\u30e3\u30d7\u30c1\u30e3&amp;S3\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/h3>\n<p>\u307e\u305a\u3001Raspberry Pi\u5074\u3067\u753b\u50cf\u309260\u79d2\u6bce\u306b\u30ad\u30e3\u30d7\u30c1\u30e3&amp;\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u5b9f\u88c5\u3092\u884c\u3046\u3002\u9069\u5f53\u306awebcamera\u3092\u4f7f\u3063\u305f\u306e\u3067\u3001[fswebcam](<a href=\"https:\/\/www.Raspberry\">https:\/\/www.Raspberry<\/a> Pi.org\/documentation\/usage\/webcams\/)\u306eNode\u30e9\u30c3\u30d1\u30fc<code>camelot<\/code>\u3092\u4f7f\u7528\u3057\u305f\u3002<\/p>\n<pre><code class=\"language-js\">var path = require(&#39;path&#39;);\nvar fs = require(&#39;fs&#39;)\n\nvar Camelot = require(&#39;camelot&#39;);\nvar moment = require(&#39;moment&#39;);\nvar AWS = require(&#39;aws-sdk&#39;);\n\nvar FREQUENCY = 60;\nvar s3 = new AWS.S3({\n  accessKeyId: process.env.AWS_ACCESS_KEY_ID,\n  secretAccessKey: process.env.AWS_SECRET_ACCESS_KEY,\n  region: &#39;us-east-1&#39;,\n});\n\nvar getPath = function(fileName) {\n  return path.join(__dirname, &#39;.\/&#39; + fileName);\n}\n\nvar camelot = new Camelot({\n  device : &#39;\/dev\/video0&#39;,\n});\n\ncamelot.on(&#39;frame&#39;, function (image) {\n  console.log(&#39;camelot: success&#39;);\n  var params = {\n    Body: image,\n    Bucket: &#39;BUCKET&#39;,\n    Key: moment().format(&#39;YYYY-MM-DD-HH-mm-ss&#39;) + &#39;.jpg&#39;\n  };\n  s3.putObject(params, function(err, data) {\n    if (err) {\n      console.log(&#39;s3.putObject: error&#39;, err);\n    }\n    console.log(&#39;s3.putObject: success&#39;, data);\n  });\n});\n\ncamelot.on(&#39;error&#39;, function (err) {\n  console.log(&#39;camelot: error&#39;, err);\n});\n\ncamelot.grab({\n  title: &#39;TITLE&#39;,\n  frequency: FREQUENCY,\n});<\/code><\/pre>\n<h3 id=\"outline__3_2\" id=\"2amazon-rekognition\u306b\u3088\u308b\u753b\u50cf\u89e3\u6790\">2.Amazon Rekognition\u306b\u3088\u308b\u753b\u50cf\u89e3\u6790<\/h3>\n<p>\u6b21\u306bRekognition\u306b\u3088\u308b\u753b\u50cf\u89e3\u6790\u3092\u884c\u3046\u3002\u4eca\u56de\u306f<code>DetectLabels API<\/code>\u3067\u7269\u4f53\u691c\u51fa\u3092\u884c\u3044\u3001\u7279\u5b9a\u306e\u30e9\u30d9\u30eb\u304c\u30d2\u30c3\u30c8\u3057\u305f\u5834\u5408\u306b<code>\u4eba<\/code>\u3060\u3068\u8a8d\u8b58\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u307f\u305f\u3002<\/p>\n<p>\u73fe\u72b6\u3060\u3068\u3001<code>&quot;Human&quot;, &quot;Person&quot;, &quot;People&quot;, &quot;Face&quot;, &quot;Head&quot;, &quot;Selfie&quot;<\/code>\u306a\u3069\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u304c\u3001\u77e5\u898b\u3092\u305f\u3081\u308c\u3070\u3001\u30e9\u30d9\u30eb\u3092\u8ffd\u52a0\/\u524a\u9664\u3057\u305f\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u30e9\u30d9\u30eb\u306b\u5bfe\u3059\u308b\u91cd\u307f\u3092\u8abf\u6574\u3057\u305f\u308a\u3057\u3066\u3088\u308a\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u601d\u3046\u3002<strong>\u3053\u306e\u3088\u3046\u306b\u3001\u81ea\u524d\u3067\u5b9f\u88c5\u3059\u308b\u3068\u5de5\u6570\u304c\u81a8\u3089\u3080AI\u5b9f\u88c5\u3092\u7d20\u65e9\u304f\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b<\/strong>\u3002<\/p>\n<pre><code class=\"language-go\">package main\n\nimport (\n  &quot;log&quot;\n  &quot;encoding\/json&quot;\n  &quot;github.com\/apex\/go-apex&quot;\n  &quot;github.com\/aws\/aws-sdk-go\/aws\/session&quot;\n  &quot;github.com\/aws\/aws-sdk-go\/service\/rekognition&quot;\n  &quot;github.com\/aws\/aws-sdk-go\/aws&quot;\n  &quot;rekognition-alert\/functions\/detectLabels\/alerts&quot;\n)\n\nfunc isHuman(name string) bool {\n  values := []string{&quot;Human&quot;, &quot;Person&quot;, &quot;People&quot;, &quot;Face&quot;, &quot;Head&quot;, &quot;Selfie&quot;}\n  for _, v := range values {\n    if name == v {\n      return true\n    }\n  }\n  return false\n}\n\nfunc hasConfidence(confidence int) bool {\n  min := 70\n  return confidence &gt; min\n}\n\nfunc shouldAlert(labels []*rekognition.Label) bool {\n  for _, l := range labels {\n    if isHuman(*l.Name) &amp;&amp; hasConfidence(int(*l.Confidence)) {\n      return true\n    }\n  }\n  return false\n}\n\nfunc main() {\n  apex.HandleFunc(func(event json.RawMessage, ctx *apex.Context) (interface{}, error) {\n    type S3Records struct {\n      S3 struct {\n        Bucket struct {\n          Name string\n        }\n        Object struct {\n          Key string\n        }\n      }\n    }\n    type LambdaEvent struct {\n      EventType string\n      Records []S3Records\n    }\n    source := (*json.RawMessage)(&amp;event)\n    var e LambdaEvent\n    err := json.Unmarshal(*source, &amp;e)\n    if err != nil {\n      log.Println(&quot;json.Unmarshal: error&quot;, err)\n    }\n\n    bucketName := e.Records[0].S3.Bucket.Name\n    objectKey := e.Records[0].S3.Object.Key\n\n    sess, err := session.NewSession(&amp;aws.Config{\n      Region: aws.String(&quot;us-east-1&quot;),\n    })\n    if err != nil {\n      log.Println(&quot;session.NewSession()&quot;, err)\n    }\n\n    reko := rekognition.New(sess)\n    input := &amp;rekognition.DetectLabelsInput{\n      Image: &amp;rekognition.Image{\n        S3Object: &amp;rekognition.S3Object{\n          Bucket: aws.String(bucketName),\n          Name: aws.String(objectKey),\n        },\n      },\n    }\n\n    result, err := reko.DetectLabels(input)\n    if err != nil {\n      log.Println(&quot;reko.DetectLabels(input): error&quot;, err)\n      return nil, err\n    }\n\n    log.Println(&quot;reko.DetectLabels(input): result&quot;, result)\n\n    if shouldAlert(result.Labels) {\n      \/\/ \u4eba\u304c\u6620\u3063\u3066\u3044\u308c\u3070Raspberry Pi\u5074\u306b\u901a\u77e5\u3092\u884c\u3046\u51e6\u7406\n    }\n\n    return result, nil\n  })\n}<\/code><\/pre>\n<h3 id=\"outline__3_3\" id=\"3aws-iot\u306b\u3088\u308braspberry-pi\u3078\u306e\u7570\u5e38\u901a\u77e5\">3.AWS IoT\u306b\u3088\u308bRaspberry Pi\u3078\u306e\u7570\u5e38\u901a\u77e5<\/h3>\n<p>\u6b21\u306b\u3001Lambda\u95a2\u6570\u304b\u3089\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3067\u3042\u308bRaspberry Pi\u5074\u3078\u901a\u77e5\u3092\u884c\u3046\u3002\u3053\u3053\u3067\u521d\u3081\u3066\u6c17\u4ed8\u3044\u305f\u306e\u3060\u304c\u3001AWS Go SDK\u3092\u4f7f\u7528\u3057\u3066\u306eIoT pubsub\u304c\u307e\u3060\u3067\u304d\u306a\u304b\u3063\u305f\u3088\u3046\u3067\u3001Node\u3067\u3064\u304f\u3063\u305fLambda\u95a2\u6570\u3092Go\u304b\u3089\u547c\u3073\u51fa\u3057\u3066\u3044\u308b\u3002(SDK\u3067\u306f\u306a\u304fMQTT\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u5b9f\u88c5\u3059\u308c\u3070Go\u3067\u3082\u5b9f\u73fe\u53ef\u80fd\u3060\u304c\u3001AWS IoT\u306e\u6069\u6075\u3092\u3046\u3051\u308b\u305f\u3081\u306bNode\u3067\u5b9f\u88c5\u3057\u305f)\u3002<\/p>\n<p>\u3053\u3053\u306f\u7279\u5b9a\u306e<code>topic<\/code>\u306b\u5bfe\u3057\u3066API\u3092\u6295\u3052\u308b\u3060\u3051\u3060\u3063\u305f\u306e\u3067\u3001\u7279\u5225\u306a\u3053\u3068\u306f\u3057\u3066\u3044\u306a\u3044\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/docs.aws.amazon.com\/sdk-for-go\/api\/service\/lambda\/\">AWS SDK for Go<\/a><\/li>\n<li><a href=\"http:\/\/docs.aws.amazon.com\/AWSJavaScriptSDK\/latest\/AWS\/IotData.html\">AWS SDK for JavaScript<\/a><\/li>\n<\/ul>\n<h3 id=\"outline__3_4\" id=\"4raspberry-pi\u3067\u901a\u77e5\u306e\u8cfc\u8aad\u3001amazon-polly\u306b\u3088\u308b\u97f3\u58f0\u8aad\u307f\u4e0a\u3052\">4.Raspberry Pi\u3067\u901a\u77e5\u306e\u8cfc\u8aad\u3001Amazon Polly\u306b\u3088\u308b\u97f3\u58f0\u8aad\u307f\u4e0a\u3052<\/h3>\n<p>Lambda\u3067\u306e\u5b9f\u88c5\u304c\u7d42\u308f\u3063\u305f\u306e\u3067\u3001Raspberry Pi\u5074\u3067\u305d\u308c\u3092\u8cfc\u8aad\u3059\u308b(AWS IoT\u3068Raspberry Pi\u306e\u8a2d\u5b9a\u306f\u7701\u7565)\u3002<\/p>\n<pre><code class=\"language-js\">var fs = require(&#39;fs&#39;);\nvar path = require(&#39;path&#39;);\nvar iot = require(&#39;aws-iot-device-sdk&#39;);\nvar AWS = require(&#39;aws-sdk&#39;);\n\nvar getPath = function(fileName) {\n  return path.join(__dirname, &#39;.\/&#39; + fileName);\n}\n\nvar device = iot.device({\n  keyPath: getPath(&#39;certificate\/private.pem.key&#39;),\n  certPath: getPath(&#39;certificate\/certificate.pem.crt&#39;),\n  caPath: getPath(&#39;certificate\/root-ca.crt&#39;),\n  clientId: &#39;Raspberry Pi&#39;,\n  port: 8883,\n  host: process.env.IOT_DATA_ENDPOINT,\n});\n\ndevice.on(&#39;connect&#39;, function() {\n  console.log(&#39;connect&#39;);\n  device.subscribe(&#39;\/rekognition\/alert&#39;); \/\/ \u7570\u5e38\u306e\u8cfc\u8aad\u958b\u59cb\n  require(&#39;.\/camera.js&#39;); \/\/ \u30ab\u30e1\u30e9\u3067\u306e\u6620\u50cf\u76e3\u8996\u3082\u958b\u59cb\u3059\u308b\n});\n\ndevice.on(&#39;message&#39;, function(topic, payload) {\n  \/\/ Amazon Polly\u3067\u97f3\u58f0\u8aad\u307f\u4e0a\u3052\u3092\u3059\u308b\u51e6\u7406\n});\n\nprocess.stdin.resume();\nprocess.on(&#39;SIGINT&#39;, function() {\n  console.log(&#39;SIGINT&#39;);\n  process.exit();\n});<\/code><\/pre>\n<p>\u4e0a\u8a18\u306e<code>Amazon Polly\u3067\u97f3\u58f0\u8aad\u307f\u4e0a\u3052\u3092\u3059\u308b\u51e6\u7406<\/code>\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u611f\u3058\u3067\u3042\u308b\u3002Polly\u3067\u97f3\u58f0\u30c7\u30fc\u30bf\u3092\u8fd4\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u518d\u751f\u3059\u308b\u3002\u518d\u751f\u306f\u30e9\u30ba\u30d1\u30a4\u3067\u3046\u307e\u304f\u52d5\u304d\u305d\u3046\u306a<a href=\"https:\/\/github.com\/shime\/play-sound\">play-sound<\/a>\u3092\u4f7f\u7528\u3057\u305f\u3002<\/p>\n<pre><code class=\"language-js\">var player = require(&#39;play-sound&#39;)(opts = {})\n\nvar polly = new AWS.Polly({\n  accessKeyId: process.env.AWS_ACCESS_KEY_ID,\n  secretAccessKey: process.env.AWS_SECRET_ACCESS_KEY,\n  region: &#39;us-east-1&#39;,\n});\n\nvar getPath = function(fileName) {\n  return path.join(__dirname, &#39;.\/&#39; + fileName);\n}\n\ndevice.on(&#39;message&#39;, function(topic, payload) {\n  var spokenText = &#39;\u30ab\u30e1\u30e9\u306b\u4e0d\u5be9\u8005\u3092\u691c\u77e5\u3057\u307e\u3057\u305f\u3002&#39; \/\/ payload\u306b\u3088\u3063\u3066\u30c6\u30ad\u30b9\u30c8\u3092\u5207\u308a\u66ff\u3048\u308b\u3053\u3068\u3082\u3067\u304d\u308b\n\n  var params = {\n    OutputFormat: &#39;mp3&#39;,\n    Text: spokenText,\n    VoiceId: &#39;Mizuki&#39;,\n  };\n\n  polly.synthesizeSpeech(params, function(err, data) {\n    if (err) {\n      console.log(err);\n      return;\n    }\n\n    console.log(&#39;data&#39;, data);\n    var fileName = &#39;temp.mp3&#39;;\n    fs.writeFileSync(getPath(fileName), data.AudioStream);\n\n    player.play(getPath(fileName), function(error) {\n      if (error) {\n        console.log(&#39;player.play: error&#39;, error);\n      }\n      console.log(&#39;player.play: success&#39;);\n    });\n  });\n});<\/code><\/pre>\n<h2 id=\"outline__4\" id=\"\u6700\u7d42\u7684\u306a\u30c7\u30d0\u30a4\u30b9\">\u6700\u7d42\u7684\u306a\u30c7\u30d0\u30a4\u30b9<\/h2>\n<p>\u4ee5\u4e0a\u3067\u4e00\u9023\u306e\u5b9f\u88c5\u306f\u5b8c\u4e86\u3057\u3001\u30c7\u30d0\u30a4\u30b9\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n<p><img src=\"\/images\/amazon-ai\/device.JPG\" alt=\"\u203b\u5b9f\u969b\u306f\u30a4\u30e4\u30db\u30f3\u3067\u306f\u306a\u304f\u30b9\u30d4\u30fc\u30ab\u30fc\u3092\u63a5\u7d9a\"><\/p>\n<p><code>npm start<\/code>\u3067\u76e3\u8996\u3092\u958b\u59cb\u3001\u7570\u5e38\u3092\u691c\u77e5\u3057\u305f\u5834\u5408\u3001\u30b9\u30d4\u30fc\u30ab\u30fc\u304b\u3089\u97f3\u58f0\u3092\u767a\u3057\u3001\u4e0d\u5be9\u8005\u3092\u5a01\u5687\u3059\u308b\u4ed5\u69d8\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<h2 id=\"outline__5\" id=\"\u6539\u5584\u3067\u304d\u305d\u3046\u306a\u70b9\">\u6539\u5584\u3067\u304d\u305d\u3046\u306a\u70b9<\/h2>\n<p>\u5b9f\u969b\u306b\u4e00\u9023\u306e\u6d41\u308c\u3092\u5b9f\u88c5\u3057\u3066\u307f\u3066\u3001\u6539\u5584\u3067\u304d\u305d\u3046\u306a\u70b9\u3092\u3042\u3052\u3066\u307f\u305f\u3002<\/p>\n<h3 id=\"outline__5_1\" id=\"\u5b66\u7fd2\u3059\u308b\u76e3\u8996\u30ab\u30e1\u30e9\u306e\u5b9f\u73fe\">\u5b66\u7fd2\u3059\u308b\u76e3\u8996\u30ab\u30e1\u30e9\u306e\u5b9f\u73fe<\/h3>\n<p>Amazon Rekognition\u306b\u306f\u3001<code>\u30b3\u30ec\u30af\u30b7\u30e7\u30f3<\/code>\u3068\u3044\u3046\u4ed5\u7d44\u307f\u304c\u3042\u3063\u3066\u3001\u3072\u3068\u308a\u306e\u4eba\u7269(<code>\u30b3\u30ec\u30af\u30b7\u30e7\u30f3<\/code>)\u306b\u5bfe\u3057\u3066\u8907\u6570\u306e\u9854\u3092\u7d10\u4ed8\u3051\u308b(<code>\u9854\u8a8d\u8b58<\/code>\u3059\u308b)\u3053\u3068\u3067\u3001<code>1:1<\/code>\u306e\u5358\u7d14\u306a\u9854\u6bd4\u8f03\u3067\u306f\u306a\u304f\u3001\u3088\u308a\u7cbe\u5ea6\u304c\u9ad8\u3044<code>1:\u591a<\/code>\u306e\u6bd4\u8f03\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<p>\u3053\u308c\u3092\u8e0f\u307e\u3048\u3066\u3001\u4f8b\u3048\u3070\u3001\u30ab\u30e1\u30e9\u306b\u5199\u308a\u8fbc\u3093\u3060\u9854\u3092\u81ea\u52d5\u7684\u306b\u3059\u3079\u3066<code>\u30b3\u30ec\u30af\u30b7\u30e7\u30f3<\/code>\u306b\u8ffd\u52a0\u3057\u3066\u304a\u304d\u3001\u7ba1\u7406\u753b\u9762\u306a\u3069\u3067\u3001<code>\u77e5\u4eba\/\u5bb6\u65cf\/\u53cb\u4eba<\/code>\u306a\u3069\u306e\u30e9\u30d9\u30eb\u4ed8\u3051\u3092\u884c\u3048\u3070\u3001<code>\u4e0d\u5be9\u8005<\/code>\u304b\u305d\u3046\u3067\u306a\u3044\u304b\u3092\u30ab\u30e1\u30e9\u306b\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3082\u3057\u304f\u306f\u3001\u300c\u9031\u306bX\u56de\u4ee5\u4e0a\u6620\u308a\u8fbc\u3093\u3060\u4eba\u306f<code>\u77e5\u4eba<\/code>\u3068\u3057\u3066\u8a8d\u8b58\u3059\u308b\u300d\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7d44\u3093\u3067\u3082\u3044\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n<p><strong>\u3053\u306e\u3088\u3046\u306b\u3001API\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u672c\u6765\u6642\u9593\u304c\u304b\u304b\u308b\u90e8\u5206\u3092\u7701\u304d\u3064\u3064\u3001\u3088\u308a\u9ad8\u5ea6\u306aAI\u5b9f\u88c5\u3092\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3042\u308b\u3002<\/strong><\/p>\n<h3 id=\"outline__5_2\" id=\"\u305d\u306e\u4ed6\u306e\u6539\u5584\u70b9\">\u305d\u306e\u4ed6\u306e\u6539\u5584\u70b9<\/h3>\n<ul>\n<li>AWS Go SDK\u3092\u4f7f\u7528\u3057\u3066\u306eIoT pubsub\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u308a\u3001\u60c5\u5831\u91cf\u306e\u591a\u3055\u306a\u3069\u3082\u8003\u616e\u3059\u308b\u3068\u3001IoT\u306b\u304a\u3044\u3066\u306f\u3001\u7d20\u76f4\u306bPhyton\u304bNode\u3092\u4f7f\u3046\u306e\u304c\u3088\u3044\u306e\u304b\u306a\u3068\u601d\u3063\u305f\u3002<\/li>\n<li>\u73fe\u72b6\u3001\u3044\u304f\u3064\u304bRaspberry Pi\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\u306b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u6301\u3063\u3066\u3044\u308b\u304c\u3001<code>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304b\u3089AWS IoT\u306epublish\u3092\u5b9f\u884c\u3001Lambda\u95a2\u6570\u3092\u30c8\u30ea\u30ac\u30fc<\/code>\u3059\u308b\u306a\u3069\u3057\u3066\u3001\u3088\u308a\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\u306e\u30b3\u30fc\u30c9\u3092\u6e1b\u3089\u3059\u3053\u3068\u306f\u53ef\u80fd\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/li>\n<li>Raspberry Pi\u672c\u4f53\u306b\u8a3c\u660e\u66f8\u3084\u74b0\u5883\u5909\u6570\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001\u5927\u91cf\u306e\u30c7\u30d0\u30a4\u30b9\u3092\u914d\u5e03\u3059\u308b\u5834\u5408\u306f\u3069\u3046\u3059\u308b\u304b?<\/li>\n<li>\u753b\u50cf\u89e3\u6790\u306e\u7cbe\u5ea6\u6539\u5584(\u30e9\u30d9\u30eb\u306e\u8abf\u6574\u3001\u91cd\u307f\u4ed8\u3051\u306a\u3069)<\/li>\n<\/ul>\n<h2 id=\"outline__6\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n<p>AI\u5b9f\u88c5\u304cAPI\u3067\u7c21\u5358\u306b\u5b9f\u88c5\u3067\u304d\u308b\u306e\u3067\u3001\u3053\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3088\u308a\u9762\u767d\u3044\u3053\u3068\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u3051\u305d\u3046\u3060\u3068\u601d\u3063\u305f\u3002\u4eca\u5f8c\u3082\u3001\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u7cfb\u306e\u30b5\u30fc\u30d3\u30b9\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30a6\u30a9\u30c3\u30c1\u3057\u3064\u3064\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u6d3b\u7528\u3057\u3066\u3086\u304d\u305f\u3044\u3002<\/p>\n<h2 id=\"outline__7\" id=\"\u53c2\u8003\">\u53c2\u8003<\/h2>\n<ul>\n<li><a href=\"https:\/\/blog.mmmcorp.co.jp\/blog\/2017\/08\/22\/iot_button_deploy\/\">AWS IoT\u30dc\u30bf\u30f3\u3067Web\u30a2\u30d7\u30ea\u306e\u76e3\u8996\u4e00\u6642\u505c\u6b62\u301c\u672c\u756a\u30c7\u30d7\u30ed\u30a4\u301c\u76e3\u8996\u518d\u958b\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f | MMM\u30d6\u30ed\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/aws.amazon.com\/jp\/rekognition\/faqs\/\">\u3088\u304f\u3042\u308b\u8cea\u554f - Amazon Rekognition | AWS<\/a><\/li>\n<li><a href=\"http:\/\/news.mynavi.jp\/articles\/2017\/08\/01\/ai_aws\/\">AWS\u30014\u3064\u306e\u30ec\u30a4\u30e4\u30fc\u304b\u3089\u6210\u308bAI\u30b5\u30fc\u30d3\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/OMOIKANESAN\/items\/c5d1dfe5c00105739dcf\">Amazon Rekognition\u3067\u9854\u8a8d\u8a3c\u3057\u3066\u307f\u305f - Qiita<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/okataitai\/items\/8dd45e70c1152ad9fd8b\">Amazon Rekognition\u3067\u5e78\u305b\u5199\u771f\u304b\u3089\u9003\u3052\u3089\u308c\u308b\u304b - Qiita<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/eimei4coding\/items\/2bbb3b7ee9009a747810\">Golang + AWS Rekognition\u3067\u753b\u50cf\u89e3\u6790 - Qiita<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/ToshiakiEnami\/items\/5f597b6b0ff1604d1244\">Slack\u306b\u5165\u529b\u3057\u305f\u6587\u5b57\u3092Amazon Polly\u3092\u4f7f\u3063\u3066\u3057\u3083\u3079\u3089\u305b\u308b - Qiita<\/a><\/li>\n<\/ul>\n<style>\n.article .article-entry img {\n  max-height: 500px;  \n}  \n<\/style>\n","protected":false},"excerpt":{"rendered":"<p>[\u682a\u5f0f\u4f1a\u793eMMM\u304c2017\u5e74\u5ea6\u4e0b\u534a\u671f\u306b\u6ce8\u529b\u3057\u3066\u3044\u308b\u6280\u8853\u9818\u57df(\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3001IoT\/AI\u3001\u30af\u30e9\u30a6\u30c9\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3)](https:\/\/blog.mmmcorp.co.jp\/blog\/2017\/10\/10\/Second_half_of_FY2017_MMM\/#2\uff0eAWS IoT\u30fbAmazon AI\u3092\u521d\u3081\u3068\u3057\u305f\u5148\u9032\u6280\u8853)\u3068\u3044\u3046\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u304c\u3001AWS IoT + Amazon Rekognition\/Po [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":684,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[13],"tags":[225],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/posts\/408"}],"collection":[{"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/comments?post=408"}],"version-history":[{"count":1,"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/posts\/408\/revisions"}],"predecessor-version":[{"id":3483,"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/posts\/408\/revisions\/3483"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/media?parent=408"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/categories?post=408"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/p-corporate-blog-cms.mmmcorp.co.jp\/wp-json\/wp\/v2\/tags?post=408"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}