Skip to content

Commit a4c57c3

Browse files
committed
add new ml5 imageclassifier video
1 parent 0741ba9 commit a4c57c3

File tree

8 files changed

+114
-0
lines changed

8 files changed

+114
-0
lines changed
373 KB
Loading
215 KB
Loading
334 KB
Loading
181 KB
Loading
297 KB
Loading
Lines changed: 114 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,114 @@
1+
{
2+
"title": "Image Classification",
3+
"description": "",
4+
"videoId": "qvbU2ncAqMU",
5+
"date": "2024-04-11",
6+
"languages": ["ml5.js", "JavaScript"],
7+
"topics": ["machine learning (ML)", "webcam", "image classification", "ml5.js", "MobileNet"],
8+
"canContribute": true,
9+
"timestamps": [
10+
{ "time": "0:00", "title": "Introduction" },
11+
{ "time": "2:30", "title": "What is MobileNet?" },
12+
{ "time": "4:53", "title": "What is ImageNet?" },
13+
{ "time": "10:32", "title": "ml5.js Classifier Code!" },
14+
{ "time": "21:19", "title": "Incorporating Live Video" },
15+
{ "time": "24:51", "title": "Training your own model" }
16+
],
17+
"codeExamples": [
18+
{
19+
"title": "Image Classification",
20+
"description": "Simple image classification using MobileNet.",
21+
"image": "images/simple.png",
22+
"urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/A2W-0ayI5" }
23+
},
24+
{
25+
"title": "Image Classification with Webcam",
26+
"description": "Continuous image classification with webcam feed.",
27+
"image": "imgaes/webcam.png",
28+
"urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/r9LjJqaw6" }
29+
},
30+
{
31+
"title": "Image Classification - Drag and Drop",
32+
"description": "Drag and drop an image in the canvas to classify it.",
33+
"image": "images/drag.png",
34+
"urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/v1sAlvSHR" }
35+
},
36+
{
37+
"title": "Image Classification - Display label and confidence",
38+
"description": "Displays the label and confidence of the classification.",
39+
"image": "images/conf.png",
40+
"urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/7zA6_MlIo" }
41+
},
42+
{
43+
"title": "Image Classification - Tint",
44+
"description": "Tints the image with a color based on the confidence.",
45+
"image": "images/tint.png",
46+
"urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/uHN5htRpC" }
47+
}
48+
],
49+
"groupLinks": [
50+
{
51+
"title": "References",
52+
"links": [
53+
{
54+
"icon": "💻",
55+
"title": "ml5.js",
56+
"url": "https://ml5js.org/",
57+
"description": "ml5 page with documentation and supporting material."
58+
},
59+
{
60+
"icon": "🏫",
61+
"title": "Introduction to Machine Learning for the Arts",
62+
"url": "https://github.com/ml5js/Intro-ML-Arts-IMA-F24",
63+
"description": "Syllabus for ITP IMA course on Machine Learning."
64+
},
65+
{
66+
"icon": "📄",
67+
"title": "MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications",
68+
"url": "https://arxiv.org/abs/1704.04861",
69+
"description": "Original paper on MobileNet."
70+
},
71+
{
72+
"icon": "💻",
73+
"title": "Tensorflow.js port of MobileNet",
74+
"url": "https://github.com/tensorflow/tfjs-models/tree/master/mobilenet",
75+
"description": "Repository with the Tensorflow.js MobileNet model."
76+
},
77+
{
78+
"icon": "💻",
79+
"title": "Image-Net",
80+
"url": "https://image-net.org/",
81+
"description": "ImageNet is an image database organized according to the WordNet hierarchy."
82+
},
83+
{
84+
"icon": "🎤",
85+
"title": "How we teach computers to understand pictures",
86+
"url": "https://www.youtube.com/watch?v=40riCqvRoMs",
87+
"description": "Fei-Fei Li's TED talk on ImageNet."
88+
},
89+
{
90+
"icon": "🌐",
91+
"title": "Excavating AI: The Politics of Images in Machine Learning Training Sets",
92+
"url": "https://excavating.ai/",
93+
"description": "About bias in ImageNet data set."
94+
},
95+
{
96+
"icon": "🖼️",
97+
"title": "ml5 ImageClassifier",
98+
"url": "https://docs.ml5js.org/#/reference/image-classifier",
99+
"description": "ml5.js documentation on ImageClassifier."
100+
},
101+
{
102+
"icon": "📱",
103+
"title": "Teachable Machine",
104+
"url": "https://teachablemachine.withgoogle.com/",
105+
"description": "Google's Teachable Machine."
106+
}
107+
]
108+
}
109+
],
110+
"credits": [
111+
{ "title": "Editing", "name": "Mathieu Blanchette" },
112+
{ "title": "Animations", "name": "Jason Heglund" }
113+
]
114+
}

0 commit comments

Comments
 (0)