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Title	TensorFlow
ID	4665625867763712
Created	3 years ago, 1633039462035
Updated	2 years ago, 1660321482145
Code	<!DOCTYPE html> <!-- You might have to reload a few times to get a good answer The best loss yet has been 0.006-something. Here's an example of one of the better guesses: [[0.1172313], [0.950133 ], [0.9502197], [0.1172313]] The right one is [[0],[1],[1],[0]], so it is a correct approximation! EDIT - Best Yet: start loss: 0.26975852251052856 end loss: 0.0007423850474879146 Tensor [[0.037072 ], [0.9895152], [0.9894417], [0.0370626]] --> <html> <head> <meta charset="utf-8"> <title>TensorFlow</title> <style> #p{ background:black; width:100%; height: 100px; border-top: solid rgb(150, 150, 150) 5px; position:fixed; left:0px; bottom:0px; color: rgb(150, 150, 150); font-family: monospace; overflow:auto; } </style> </head> <body> <div id="p"></div> <!-- Imports --> <script src="https://cdn.jsdelivr.net/gh/nicolaspanel/numjs@0.15.1/dist/numjs.min.js"></script> <script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs@2.0.0/dist/tf.min.js"></script> <script type="application/javascript"> var p = document.getElementById('p') var println = function(stuff){ p.innerHTML += stuff+"<br>" } var x = tf.tensor([ [0, 0], [0, 1], [1, 0], [1, 1], ]) var y = tf.tensor([ [0], [1], [1], [0], ]) var model = tf.sequential() model.add(tf.layers.dense({inputShape:[2], units:4, activation:"relu"})) model.add(tf.layers.dense({units:2, activation:"tanh"})) model.add(tf.layers.dense({units:1, activation:"tanh"})) model.compile({ optimizer: tf.train.sgd(0.1), loss: tf.losses.meanSquaredError, metrics: ['mse'], }); var batchSize = 4; var epochs = 500; model.fit(x, y, { batchSize, epochs, shuffle: true }).then(function(d){ var p = model.predict(x) println(tf.tensor(d.history.loss)) println(p) }) </script> <script></script> </body> </html>
Folds
Fork	false
Key	ag5zfmtoYW4tYWNhZGVteXIXCxIKU2NyYXRjaHBhZBiAgIPkyuukCAw
Votes	5
Spin-Offs	0
Type	WEBPAGE
Width	400
Height	400
User Flagged	false
Origin Scratchpad	null
Hidden From Hotlist	false
Restricted Posting	true
By Child	false
Author Nick	Noah H.
Author Name	noahcoder11
Author ID	kaid_1121453835893982129568101
Author Profile Access	COACH

Archive Data

Added	7 months ago, 1716572496937
Updated	7 months ago, 1716572496937
Source Deleted	unknown