diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000..4f32c55
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,93 @@
+{
+  "name": "heyarne.all-my-friends",
+  "version": "1.0.0",
+  "lockfileVersion": 1,
+  "requires": true,
+  "dependencies": {
+    "@tensorflow-models/blazeface": {
+      "version": "0.0.5",
+      "resolved": "https://registry.npmjs.org/@tensorflow-models/blazeface/-/blazeface-0.0.5.tgz",
+      "integrity": "sha512-bIMJDV2CD8rr7v9OrIDdDZVh9sbk0EhlZdHaDFpgWUw3Lp21wUN7GSifOJVE5hV2ngmpzM+J12OH8bG1GZoDag=="
+    },
+    "@tensorflow-models/facemesh": {
+      "version": "0.0.1",
+      "resolved": "https://registry.npmjs.org/@tensorflow-models/facemesh/-/facemesh-0.0.1.tgz",
+      "integrity": "sha512-7twdyRWB+1TOJE4nJdx0eBGjP6VNyaaqisxvH9RhjCBlv4qJeKsowpg0aCn8I5NpdAukH8wVw2rjfsBP4qPA/A==",
+      "requires": {
+        "@tensorflow-models/blazeface": "0.0.5"
+      }
+    },
+    "@tensorflow/tfjs-converter": {
+      "version": "1.7.4",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-converter/-/tfjs-converter-1.7.4.tgz",
+      "integrity": "sha512-B/Ux9I3osI0CXoESGR0Xe5C6BsEfC04+g2xn5zVaW9KEuVEnGEgnuBQxgijRFzkqTwoyLv4ptAmjyIghVARX0Q=="
+    },
+    "@tensorflow/tfjs-core": {
+      "version": "1.7.4",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-1.7.4.tgz",
+      "integrity": "sha512-3G4VKJ6nPs7iCt6gs3bjRj8chihKrYWenf63R0pm7D9MhlrVoX/tpN4LYVMGgBL7jHPxMLKdOkoAZJrn/J88HQ==",
+      "requires": {
+        "@types/offscreencanvas": "~2019.3.0",
+        "@types/seedrandom": "2.4.27",
+        "@types/webgl-ext": "0.0.30",
+        "@types/webgl2": "0.0.4",
+        "node-fetch": "~2.1.2",
+        "seedrandom": "2.4.3"
+      }
+    },
+    "@types/offscreencanvas": {
+      "version": "2019.3.0",
+      "resolved": "https://registry.npmjs.org/@types/offscreencanvas/-/offscreencanvas-2019.3.0.tgz",
+      "integrity": "sha512-esIJx9bQg+QYF0ra8GnvfianIY8qWB0GBx54PK5Eps6m+xTj86KLavHv6qDhzKcu5UUOgNfJ2pWaIIV7TRUd9Q=="
+    },
+    "@types/seedrandom": {
+      "version": "2.4.27",
+      "resolved": "https://registry.npmjs.org/@types/seedrandom/-/seedrandom-2.4.27.tgz",
+      "integrity": "sha1-nbVjk33YaRX2kJK8QyWdL0hXjkE="
+    },
+    "@types/webgl-ext": {
+      "version": "0.0.30",
+      "resolved": "https://registry.npmjs.org/@types/webgl-ext/-/webgl-ext-0.0.30.tgz",
+      "integrity": "sha512-LKVgNmBxN0BbljJrVUwkxwRYqzsAEPcZOe6S2T6ZaBDIrFp0qu4FNlpc5sM1tGbXUYFgdVQIoeLk1Y1UoblyEg=="
+    },
+    "@types/webgl2": {
+      "version": "0.0.4",
+      "resolved": "https://registry.npmjs.org/@types/webgl2/-/webgl2-0.0.4.tgz",
+      "integrity": "sha512-PACt1xdErJbMUOUweSrbVM7gSIYm1vTncW2hF6Os/EeWi6TXYAYMPp+8v6rzHmypE5gHrxaxZNXgMkJVIdZpHw=="
+    },
+    "base64-js": {
+      "version": "1.3.1",
+      "resolved": "https://registry.npmjs.org/base64-js/-/base64-js-1.3.1.tgz",
+      "integrity": "sha512-mLQ4i2QO1ytvGWFWmcngKO//JXAQueZvwEKtjgQFM4jIK0kU+ytMfplL8j+n5mspOfjHwoAg+9yhb7BwAHm36g=="
+    },
+    "buffer": {
+      "version": "5.6.0",
+      "resolved": "https://registry.npmjs.org/buffer/-/buffer-5.6.0.tgz",
+      "integrity": "sha512-/gDYp/UtU0eA1ys8bOs9J6a+E/KWIY+DZ+Q2WESNUA0jFRsJOc0SNUO6xJ5SGA1xueg3NL65W6s+NY5l9cunuw==",
+      "requires": {
+        "base64-js": "^1.0.2",
+        "ieee754": "^1.1.4"
+      }
+    },
+    "ieee754": {
+      "version": "1.1.13",
+      "resolved": "https://registry.npmjs.org/ieee754/-/ieee754-1.1.13.tgz",
+      "integrity": "sha512-4vf7I2LYV/HaWerSo3XmlMkp5eZ83i+/CDluXi/IGTs/O1sejBNhTtnxzmRZfvOUqj7lZjqHkeTvpgSFDlWZTg=="
+    },
+    "node-fetch": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.1.2.tgz",
+      "integrity": "sha1-q4hOjn5X44qUR1POxwb3iNF2i7U="
+    },
+    "process": {
+      "version": "0.11.10",
+      "resolved": "https://registry.npmjs.org/process/-/process-0.11.10.tgz",
+      "integrity": "sha1-czIwDoQBYb2j5podHZGn1LwW8YI="
+    },
+    "seedrandom": {
+      "version": "2.4.3",
+      "resolved": "https://registry.npmjs.org/seedrandom/-/seedrandom-2.4.3.tgz",
+      "integrity": "sha1-JDhQTa0zkXMUv/GKxNeU8W1qrsw="
+    }
+  }
+}
diff --git a/package.json b/package.json
index d9d6d41..63e65be 100644
--- a/package.json
+++ b/package.json
@@ -7,5 +7,12 @@
     "test": "echo \"Error: no test specified\" && exit 1"
   },
   "author": "",
-  "license": "GPL"
+  "license": "GPL",
+  "dependencies": {
+    "@tensorflow-models/facemesh": "0.0.1",
+    "@tensorflow/tfjs-converter": "^1.7.4",
+    "@tensorflow/tfjs-core": "^1.7.4",
+    "buffer": "^5.6.0",
+    "process": "^0.11.10"
+  }
 }
diff --git a/resources/public/example.jpg b/resources/public/example.jpg
new file mode 100644
index 0000000..1a2b56b
Binary files /dev/null and b/resources/public/example.jpg differ
diff --git a/resources/public/index.html b/resources/public/index.html
index 360007f..5a41ef4 100644
--- a/resources/public/index.html
+++ b/resources/public/index.html
@@ -1,6 +1,8 @@
 <!doctype html>
 <html>
   <head><meta charset="utf-8" /></head>
-  <body>Hello world</body>
+  <body>
+      <img id="example-pic" src="example.jpg" alt="Example webcam picture"  />
+  </body>
   <script src="js/main.js"></script>
 </html>
diff --git a/src/heyarne/all_my_friends/core.cljs b/src/heyarne/all_my_friends/core.cljs
index ef36170..78f85b8 100644
--- a/src/heyarne/all_my_friends/core.cljs
+++ b/src/heyarne/all_my_friends/core.cljs
@@ -1,2 +1,13 @@
-(ns heyarne.all-my-friends.core)
-(println "hello world")
+(ns heyarne.all-my-friends.core
+  (:require ["@tensorflow-models/facemesh" :as facemesh]))
+
+(defn detect-faces [model]
+  (println "Facemesh loaded")
+  (.. model
+      (estimateFaces (js/document.querySelector "img"))
+      (then (fn [predictions]
+              (println "Predictions" predictions)))))
+
+(.. facemesh
+    (load)
+    (then detect-faces))