index.json

{
  "title": "Polynomial Regression with TensorFlow.js",
  "description": "In this challenge, I expand the linear example into polynomial regression!",
  "videoNumber": "105",
  "videoId": "tIXDik5SGsI",
  "date": "2018-06-04",
  "languages": ["JavaScript", "TensorFlow.js"],
  "topics": ["stochastic gradient descent", "polynomial regression"],
  "canContribute": true,
  "relatedChallenges": [
    "99-neural-network-color-predictor",
    "104-linear-regression-with-tensorflowjs",
    "106-xor-problem-with-tensorflowjs"
  ],
  "timestamps": [
    { "time": "0:00", "title": "Introduction" },
    { "time": "3:25", "title": "Find a, b, and c" },
    { "time": "5:04", "title": "Change predict function" },
    { "time": "6:47", "title": "Draw a curve" },
    { "time": "11:55", "title": "Optimizers" },
    { "time": "13:00", "title": "mouseDragged()" },
    { "time": "20:00", "title": "Overfitting" }
  ],
  "codeExamples": [
    {
      "title": "Polynomial Regression",
      "description": "This sketch creates an interactive simulation of polynomial regression.",
      "urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/UdXRZxF7e" }
    }
  ],
  "groupLinks": [
    {
      "title": "References",
      "links": [
        {
          "icon": "💻",
          "title": "TensorFlow.js",
          "url": "https://www.tensorflow.org/js/",
          "description": "Webpage with reference materials and documentation about TensorFlow.js"
        }
      ]
    },
    {
      "title": "Videos",
      "links": [
        {
          "icon": "🚂",
          "title": "TensorFlow.js playlist",
          "url": "https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YIeVA3dNxbR9PYj4wV31oQ",
          "description": "My video series on intelligence and learning with TensorFlow.js"
        },
        {
          "icon": "🚂",
          "title": "Intelligence and Learning playlist",
          "url": "https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YJ3XfHhT2Mm4Y5I99nrIKX",
          "description": "Part 2 of Nature of Code: \"Intelligence and Learning\" at ITP Spring 2017"
        },
        {
          "icon": "🔴",
          "title": "Coding Train Live 140",
          "url": "https://youtu.be/WVZ653QYjvQ?t=1405s",
          "description": "Live Stream with Polynomial Regression + TensorFlow.js layers API"
        }
      ]
    }
  ],
  "credits": [
    { "title": "Editing", "name": "Mathieu Blanchette" },
    { "title": "Animations", "name": "Jason Heglund" }
  ]
}