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Solving Iris with Tensorflow.js and Iris JSON dataset
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| import * as tf from "@tensorflow/tfjs" | |
| import "@tensorflow/tfjs-node" | |
| import iris from "./iris.json" | |
| import irisTesting from "./iris-testing.json" | |
| // convert/setup our data | |
| const trainingData = tf.tensor2d(iris.map(item => [ | |
| item.sepal_length, item.sepal_width, item.petal_length, item.petal_width, | |
| ])) | |
| const outputData = tf.tensor2d(iris.map(item => [ | |
| item.species === "setosa" ? 1 : 0, | |
| item.species === "virginica" ? 1 : 0, | |
| item.species === "versicolor" ? 1 : 0, | |
| ])) | |
| const testingData = tf.tensor2d(irisTesting.map(item => [ | |
| item.sepal_length, item.sepal_width, item.petal_length, item.petal_width, | |
| ])) | |
| // build neural network | |
| const model = tf.sequential() | |
| model.add(tf.layers.dense({ | |
| inputShape: [4], | |
| activation: "sigmoid", | |
| units: 5, | |
| })) | |
| model.add(tf.layers.dense({ | |
| inputShape: [5], | |
| activation: "sigmoid", | |
| units: 3, | |
| })) | |
| model.add(tf.layers.dense({ | |
| activation: "sigmoid", | |
| units: 3, | |
| })) | |
| model.compile({ | |
| loss: "meanSquaredError", | |
| optimizer: tf.train.adam(.06), | |
| }) | |
| // train/fit our network | |
| const startTime = Date.now() | |
| model.fit(trainingData, outputData, {epochs: 100}) | |
| .then((history) => { | |
| // console.log(history) | |
| model.predict(testingData).print() | |
| }) | |
| // test network |
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| [ | |
| { | |
| "sepal_length": 5.4, | |
| "sepal_width": 3.9, | |
| "petal_length": 1.7, | |
| "petal_width": 0.4, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.9, | |
| "sepal_width": 3, | |
| "petal_length": 5.1, | |
| "petal_width": 1.8, | |
| "species": "virginica" | |
| }, | |
| { | |
| "sepal_length": 5.7, | |
| "sepal_width": 2.9, | |
| "petal_length": 4.2, | |
| "petal_width": 1.3, | |
| "species": "versicolor" | |
| } | |
| ] |
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| [ | |
| { | |
| "sepal_length": 5.1, | |
| "sepal_width": 3.5, | |
| "petal_length": 1.4, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.9, | |
| "sepal_width": 3, | |
| "petal_length": 1.4, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.7, | |
| "sepal_width": 3.2, | |
| "petal_length": 1.3, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.6, | |
| "sepal_width": 3.1, | |
| "petal_length": 1.5, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 3.6, | |
| "petal_length": 1.4, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.6, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.4, | |
| "petal_width": 0.3, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.5, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.4, | |
| "sepal_width": 2.9, | |
| "petal_length": 1.4, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.9, | |
| "sepal_width": 3.1, | |
| "petal_length": 1.5, | |
| "petal_width": 0.1, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.4, | |
| "sepal_width": 3.7, | |
| "petal_length": 1.5, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.8, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.6, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.8, | |
| "sepal_width": 3, | |
| "petal_length": 1.4, | |
| "petal_width": 0.1, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.3, | |
| "sepal_width": 3, | |
| "petal_length": 1.1, | |
| "petal_width": 0.1, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.8, | |
| "sepal_width": 4, | |
| "petal_length": 1.2, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.7, | |
| "sepal_width": 4.4, | |
| "petal_length": 1.5, | |
| "petal_width": 0.4, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.4, | |
| "sepal_width": 3.9, | |
| "petal_length": 1.3, | |
| "petal_width": 0.4, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.1, | |
| "sepal_width": 3.5, | |
| "petal_length": 1.4, | |
| "petal_width": 0.3, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.7, | |
| "sepal_width": 3.8, | |
| "petal_length": 1.7, | |
| "petal_width": 0.3, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.1, | |
| "sepal_width": 3.8, | |
| "petal_length": 1.5, | |
| "petal_width": 0.3, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.4, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.7, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.1, | |
| "sepal_width": 3.7, | |
| "petal_length": 1.5, | |
| "petal_width": 0.4, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.6, | |
| "sepal_width": 3.6, | |
| "petal_length": 1, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.1, | |
| "sepal_width": 3.3, | |
| "petal_length": 1.7, | |
| "petal_width": 0.5, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.8, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.9, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 3, | |
| "petal_length": 1.6, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.6, | |
| "petal_width": 0.4, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.2, | |
| "sepal_width": 3.5, | |
| "petal_length": 1.5, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.2, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.4, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.7, | |
| "sepal_width": 3.2, | |
| "petal_length": 1.6, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.8, | |
| "sepal_width": 3.1, | |
| "petal_length": 1.6, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.4, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.5, | |
| "petal_width": 0.4, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.2, | |
| "sepal_width": 4.1, | |
| "petal_length": 1.5, | |
| "petal_width": 0.1, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.5, | |
| "sepal_width": 4.2, | |
| "petal_length": 1.4, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.9, | |
| "sepal_width": 3.1, | |
| "petal_length": 1.5, | |
| "petal_width": 0.1, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 3.2, | |
| "petal_length": 1.2, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.5, | |
| "sepal_width": 3.5, | |
| "petal_length": 1.3, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.9, | |
| "sepal_width": 3.1, | |
| "petal_length": 1.5, | |
| "petal_width": 0.1, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.4, | |
| "sepal_width": 3, | |
| "petal_length": 1.3, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.1, | |
| "sepal_width": 3.4, | |
| "petal_length": 1.5, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 3.5, | |
| "petal_length": 1.3, | |
| "petal_width": 0.3, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.5, | |
| "sepal_width": 2.3, | |
| "petal_length": 1.3, | |
| "petal_width": 0.3, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.4, | |
| "sepal_width": 3.2, | |
| "petal_length": 1.3, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 3.5, | |
| "petal_length": 1.6, | |
| "petal_width": 0.6, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.1, | |
| "sepal_width": 3.8, | |
| "petal_length": 1.9, | |
| "petal_width": 0.4, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.8, | |
| "sepal_width": 3, | |
| "petal_length": 1.4, | |
| "petal_width": 0.3, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.1, | |
| "sepal_width": 3.8, | |
| "petal_length": 1.6, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 4.6, | |
| "sepal_width": 3.2, | |
| "petal_length": 1.4, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5.3, | |
| "sepal_width": 3.7, | |
| "petal_length": 1.5, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 3.3, | |
| "petal_length": 1.4, | |
| "petal_width": 0.2, | |
| "species": "setosa" | |
| }, | |
| { | |
| "sepal_length": 7, | |
| "sepal_width": 3.2, | |
| "petal_length": 4.7, | |
| "petal_width": 1.4, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.4, | |
| "sepal_width": 3.2, | |
| "petal_length": 4.5, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.9, | |
| "sepal_width": 3.1, | |
| "petal_length": 4.9, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.5, | |
| "sepal_width": 2.3, | |
| "petal_length": 4, | |
| "petal_width": 1.3, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.5, | |
| "sepal_width": 2.8, | |
| "petal_length": 4.6, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.7, | |
| "sepal_width": 2.8, | |
| "petal_length": 4.5, | |
| "petal_width": 1.3, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.3, | |
| "sepal_width": 3.3, | |
| "petal_length": 4.7, | |
| "petal_width": 1.6, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 4.9, | |
| "sepal_width": 2.4, | |
| "petal_length": 3.3, | |
| "petal_width": 1, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.6, | |
| "sepal_width": 2.9, | |
| "petal_length": 4.6, | |
| "petal_width": 1.3, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.2, | |
| "sepal_width": 2.7, | |
| "petal_length": 3.9, | |
| "petal_width": 1.4, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5, | |
| "sepal_width": 2, | |
| "petal_length": 3.5, | |
| "petal_width": 1, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.9, | |
| "sepal_width": 3, | |
| "petal_length": 4.2, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6, | |
| "sepal_width": 2.2, | |
| "petal_length": 4, | |
| "petal_width": 1, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.1, | |
| "sepal_width": 2.9, | |
| "petal_length": 4.7, | |
| "petal_width": 1.4, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.6, | |
| "sepal_width": 2.9, | |
| "petal_length": 3.6, | |
| "petal_width": 1.3, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.7, | |
| "sepal_width": 3.1, | |
| "petal_length": 4.4, | |
| "petal_width": 1.4, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.6, | |
| "sepal_width": 3, | |
| "petal_length": 4.5, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.8, | |
| "sepal_width": 2.7, | |
| "petal_length": 4.1, | |
| "petal_width": 1, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.2, | |
| "sepal_width": 2.2, | |
| "petal_length": 4.5, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.6, | |
| "sepal_width": 2.5, | |
| "petal_length": 3.9, | |
| "petal_width": 1.1, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.9, | |
| "sepal_width": 3.2, | |
| "petal_length": 4.8, | |
| "petal_width": 1.8, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.1, | |
| "sepal_width": 2.8, | |
| "petal_length": 4, | |
| "petal_width": 1.3, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.3, | |
| "sepal_width": 2.5, | |
| "petal_length": 4.9, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.1, | |
| "sepal_width": 2.8, | |
| "petal_length": 4.7, | |
| "petal_width": 1.2, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.4, | |
| "sepal_width": 2.9, | |
| "petal_length": 4.3, | |
| "petal_width": 1.3, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.6, | |
| "sepal_width": 3, | |
| "petal_length": 4.4, | |
| "petal_width": 1.4, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.8, | |
| "sepal_width": 2.8, | |
| "petal_length": 4.8, | |
| "petal_width": 1.4, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.7, | |
| "sepal_width": 3, | |
| "petal_length": 5, | |
| "petal_width": 1.7, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6, | |
| "sepal_width": 2.9, | |
| "petal_length": 4.5, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.7, | |
| "sepal_width": 2.6, | |
| "petal_length": 3.5, | |
| "petal_width": 1, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.5, | |
| "sepal_width": 2.4, | |
| "petal_length": 3.8, | |
| "petal_width": 1.1, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.5, | |
| "sepal_width": 2.4, | |
| "petal_length": 3.7, | |
| "petal_width": 1, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.8, | |
| "sepal_width": 2.7, | |
| "petal_length": 3.9, | |
| "petal_width": 1.2, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6, | |
| "sepal_width": 2.7, | |
| "petal_length": 5.1, | |
| "petal_width": 1.6, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 5.4, | |
| "sepal_width": 3, | |
| "petal_length": 4.5, | |
| "petal_width": 1.5, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6, | |
| "sepal_width": 3.4, | |
| "petal_length": 4.5, | |
| "petal_width": 1.6, | |
| "species": "versicolor" | |
| }, | |
| { | |
| "sepal_length": 6.7, | |
| "sepal_width": 3.1, | |
| "petal_length": 4.7, | |
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| { | |
| "name": "tfjs", | |
| "version": "1.0.0", | |
| "description": "", | |
| "main": "index.js", | |
| "scripts": { | |
| "start": "parcel --target=node iris.js & nodemon dist/iris.js" | |
| }, | |
| "keywords": [], | |
| "author": "", | |
| "license": "ISC", | |
| "dependencies": { | |
| "@tensorflow/tfjs": "^0.11.6", | |
| "@tensorflow/tfjs-node": "^0.1.7", | |
| "nodemon": "^1.17.5", | |
| "parcel": "^1.9.0" | |
| } | |
| } |
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