├── README.md ├── css └── styles.css ├── description.html ├── img ├── android-chrome-192x192.png ├── android-chrome-512x512.png ├── apple-touch-icon.png ├── favicon-16x16.png ├── favicon-32x32.png └── favicon.ico ├── index.html ├── js ├── brain.js ├── main.js └── network.js └── package.json /README.md: -------------------------------------------------------------------------------- 1 | # Hacker-AI 2 | 3 | This is an example repo of hacker-ai.com 4 | 5 | Hacker-AI is a tool for pre-testing your Show HN titles and Product Hunt texts. 6 | 7 | ## How it works 8 | 9 | Visit https://www.hacker-ai.com and enter your Show HN title variations and see which one has higher chance of winning according to the neural network. 10 | 11 | ## Under the hood 12 | 13 | Hacker-AI uses a brain.js feed-forward neural network machine learning model. The example in this Github repo uses a dataset that contains all stories and comments between 2006 and 2017. 14 | https://www.kaggle.com/hacker-news/hacker-news 15 | 16 | https://github.com/HackerNews/API/blob/master/LICENSE 17 | 18 | The live site hacker-ai.com updates it's data monthly from Hacker News API and Product Hunt API. 19 | 20 | ## Accuracy 21 | 22 | The algorithm has been able to predict 60%-70% of the cases correctly when used together with bag-of-words analysis. 23 | -------------------------------------------------------------------------------- /css/styles.css: -------------------------------------------------------------------------------- 1 | html { 2 | position: relative; 3 | min-height: 100%; 4 | } 5 | body { 6 | margin-bottom: 60px; 7 | font-family: 'Open Sans', sans-serif; 8 | -webkit-font-smoothing: grayscale; 9 | background: rgb(255,138,138); 10 | background: linear-gradient(302deg, rgb(255 138 138 / 77%) 0%, rgb(183 116 255 / 94%) 100%); 11 | /* background: linear-gradient(302deg, rgb(15 16 24 / 77%) 0%, rgb(57 45 103 / 94%) 100%); */ 12 | /* background: linear-gradient(302deg, rgb(30 21 53 / 77%) 0%, rgb(57 45 103 / 94%)100%); */ 13 | /* background: linear-gradient(302deg, rgb(62 49 97) 0%, rgb(111 101 149)100%); */ 14 | color: #fff; 15 | font-weight: 300; 16 | line-height: 1.62857; 17 | min-height: 100%; 18 | } 19 | .mt1 a { 20 | color: #fff; 21 | } 22 | .h3, h3 { 23 | font-size: 1.65rem; 24 | } 25 | 26 | .mt1 { 27 | padding-top: 30px; 28 | margin-bottom: 30px; 29 | text-align: center; 30 | } 31 | 32 | .calculations { 33 | background-position: 50%; 34 | background-size: cover; 35 | margin: 0; 36 | padding: 0; 37 | border: 0; 38 | } 39 | 40 | .calculations-box { 41 | background-color: #36376059; 42 | margin-left:15px; 43 | margin-right: 15px; 44 | } 45 | .calculation-box { 46 | margin-left:15px; 47 | margin-right: 15px; 48 | } 49 | 50 | .footer { 51 | position: absolute; 52 | bottom: 0; 53 | width: 100%; 54 | height: 60px; 55 | line-height: 60px; 56 | background: #161720; 57 | } 58 | 59 | .container { 60 | width: auto; 61 | max-width: 680px; 62 | padding: 0 15px; 63 | } 64 | 65 | hr { 66 | margin-top: 1rem; 67 | margin-bottom: 1rem; 68 | border: 0; 69 | border-top: 1px solid rgb(48, 50, 63); 70 | } 71 | 72 | .testBlock { 73 | padding-top: 30px; 74 | padding-bottom: 15px; 75 | } 76 | 77 | .top { 78 | box-shadow: inset 0px 5px 10px -5px #000000; 79 | } 80 | 81 | .resultBox { 82 | margin-top: 35px; 83 | 84 | } 85 | 86 | .results { 87 | display: none; 88 | background: rgb(97,101,146); 89 | background: linear-gradient(302deg, rgba(97,101,146,1) 0%, rgba(118,122,168,1) 100%); 90 | box-shadow: inset 1px 4px 9px -6px #0a1157; 91 | margin-top: 20px; 92 | padding: 20px; 93 | bottom: 0; 94 | min-height: 200px; 95 | width: 100%; 96 | text-align: left; 97 | } 98 | 99 | 100 | .resultsWrapper { 101 | margin-bottom: 20px; 102 | background: #FFF; 103 | -webkit-border-radius: 5px; 104 | -moz-border-radius: 5px; 105 | border-radius: 5px; 106 | box-shadow: 0 2px 3px rgba(0,0,0,.3); 107 | padding-top: 20px; 108 | font-size: 1.1rem; 109 | text-rendering: optimizeLegibility; 110 | -webkit-font-smoothing: antialiased; 111 | color: #666; 112 | } 113 | 114 | .resultCopyHighlight { 115 | font-weight: 800; 116 | color: #4c9de3; 117 | } 118 | 119 | .resultText { 120 | font-style: italic; 121 | } 122 | 123 | .dailyMetric { 124 | font-size: 0.79rem; 125 | padding-top: 8px; 126 | } 127 | 128 | 129 | .winner { 130 | -webkit-border-radius: 5px; 131 | -moz-border-radius: 5px; 132 | border-radius: 5px; 133 | background-color: #7dcdf0; 134 | background: linear-gradient(302deg, rgb(138 244 255 / 77%) 0%, rgb(212 227 255 / 58%) 100%); 135 | /* background: linear-gradient(302deg, rgb(236 255 138 / 77%) 0%, rgb(116 255 140 / 58%) 100%); */ 136 | box-shadow: 0 29px 60px 0 rgba(54,57,73,.09); 137 | } 138 | 139 | .mt-1{ 140 | text-align: center; 141 | } 142 | 143 | .btn-primary { 144 | margin-top: 15px; 145 | margin-bottom: 15px; 146 | 147 | background-color: #363760; 148 | color: #faefed; 149 | border-radius: 5px; 150 | color: #fff; 151 | display: inline-block; 152 | font-family: Poppins,sans-serif; 153 | 154 | } 155 | 156 | .heading { 157 | font-family: 'Leckerli One', cursive; 158 | font-size: 48px; 159 | } 160 | 161 | .variationButton { 162 | font-size: 0.8rem; 163 | background-color: #2a2b35; 164 | margin-bottom: 4px; 165 | } 166 | 167 | .navbar { 168 | margin-bottom: 0px; 169 | min-height: 24px; 170 | color: #555; 171 | background-color: #ffffff; 172 | box-shadow: 0 4px 18px 0 rgba(0,0,0,.12), 0 7px 10px -5px rgba(0,0,0,.15); 173 | } 174 | 175 | .navbar a:hover { 176 | color: #fff!important; 177 | } 178 | 179 | .navbar-text { 180 | display: inline-block; 181 | padding-top: 0px; 182 | padding-bottom: 0px; 183 | } 184 | 185 | 186 | 187 | @media only screen and (max-width: 700px) { 188 | .heading { 189 | font-size: 34px; 190 | } 191 | 192 | .btn-primary { 193 | color: #fff; 194 | background-color: #337ab7; 195 | border-color: #2e6da4; 196 | font-size: 0.8rem; 197 | background-color: #2a2b35; 198 | margin-bottom: 14px; 199 | } 200 | } 201 | -------------------------------------------------------------------------------- /description.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | Hacker-AI 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 42 | 43 |
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How Hacker-AI works?

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Hacker-AI uses a brain.js feed-forward neural network machine learning model that has been trained with this dataset that contains all stories and comments between 2006 and 2017.

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The title is transformed it into an array of numbers between 0 and 1 (each character is a number) and this data is fed (along with the number of points) to the neural network. After learning and iterating over the data, it spits out the prediction model that this tool uses to predict the outcome of different title variations.

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The current algorithm has been tested with approx. 10.000 posts. It has been able to predict 60% of the cases correctly. So, it's not perfect yet, but we at Grew use this method in a situations where we are uncertain which type of title would work, and don't have time to do "proper" pre-testing.

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Hope this tools helps you!

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A/B Test your Hacker News titles with AI before publishing.

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If you're uncertain about what title to use, trust statistical mathematics. Increase your chances of hitting high points on Hacker News!

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130 | 131 | 132 | 141 | 142 | 143 | 144 | 145 | 146 | 147 | 148 | 149 | 150 | 151 | 152 | 153 | 154 | 155 | 156 | 157 | 158 | 159 | -------------------------------------------------------------------------------- /js/main.js: -------------------------------------------------------------------------------- 1 | var net = new brain.NeuralNetwork(); 2 | var longest = 80; 3 | function processX (x) { 4 | if (x > 1) { 5 | return 1 6 | } 7 | else if (x == 0.25) { 8 | return 0 9 | } 10 | else { 11 | return x 12 | } 13 | } 14 | function encode(arg) { 15 | return arg.split('').map(x => (processX(x.charCodeAt(0) / 128))); 16 | } 17 | function getPrediction(title) { 18 | var result = net.run(encode(adjustSize(title, 80))); 19 | return result.score*3531 20 | } 21 | 22 | function relDiff(a, b) { 23 | return 100 * Math.abs( ( a - b ) / ( (a+b)/2 ) ); 24 | } 25 | function adjustSize(string) { 26 | 27 | while (string.length < longest) { 28 | string += ' '; 29 | } 30 | return string; 31 | } 32 | $('form').submit(async function(){ 33 | $( "#containerA" ).removeClass( "winner" ); 34 | $( "#containerB" ).removeClass( "winner" ); 35 | $( "#result" ).html(""); 36 | $( "#scoreA" ).html(""); 37 | $( "#scoreB" ).html(""); 38 | var titleA = $('#titleA').val() 39 | var titleB = $('#titleB').val().replace("Show HN: ", "") 40 | sa_event("prediction"); 41 | 42 | net.fromJSON(staticNet); 43 | net.toFunction(); 44 | var answer = await getPrediction(titleA.replace("Show HN: ", "")) 45 | var answerB = await getPrediction(titleB.replace("Show HN: ", "")) 46 | console.log(answer) 47 | console.log(answerB) 48 | 49 | $(".results").css("display", "block"); 50 | if (answer > answerB) { 51 | console.log("A wins") 52 | // $( "#scoreA" ).html( "Points: " + ((num2 - num1) / num1 * 100 + "%"); ); 53 | // $( "#scoreB" ).html( "Points: " + answerB.toFixed(0)); 54 | $( "#scoreA" ).html( (((answer - answerB) / answerB * 100).toFixed(0) + "% better")); 55 | // $( "#scoreB" ).html( "Points: " + answerB.toFixed(0)); 56 | 57 | $( "#containerA" ).addClass( "winner" ); 58 | $( "#result" ).html( "The winner is title A: " + titleA ); 59 | } else { 60 | console.log("B wins") 61 | $( "#scoreB" ).html( (((answerB - answer) / answer * 100).toFixed(0) + "% better")); 62 | $( "#containerB" ).addClass( "winner" ); 63 | $( "#result" ).html( "The winner is title B: " + titleB); 64 | } 65 | }) -------------------------------------------------------------------------------- /js/network.js: -------------------------------------------------------------------------------- 1 | var staticNet = 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