{"id":4608,"date":"2022-02-17T23:02:13","date_gmt":"2022-02-17T16:02:13","guid":{"rendered":"http:\/\/mahisaajy.web.id\/blog\/?p=4608"},"modified":"2024-01-11T13:06:50","modified_gmt":"2024-01-11T06:06:50","slug":"sonar-rock-vs-mine-prediction-machine-learning-project-1","status":"publish","type":"post","link":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/","title":{"rendered":"SONAR Rock vs Mine Prediction &#8211; Machine Learning Project"},"content":{"rendered":"\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" width=\"1290\" height=\"726\" src=\"https:\/\/www.youtube.com\/embed\/fiz1ORTBGpY?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=en-US&#038;autohide=2&#038;wmode=transparent&#038;listType=playlist&#038;list=PLfFghEzKVmjvuSA67LszN1dZ-Dd_pkus6\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span>\n<\/div><\/figure>\n\n\n\n<p>Dataset dapat diunduh di link berikut ini: <\/p>\n\n\n\n<p>https:\/\/drive.google.com\/file\/d\/1pQxtljlNVh0DHYg-Ye7dtpDTlFceHVfa\/view<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Importing the Depedencies<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>import numpy as np\nimport pandas as pd\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.metrics import accuracy_score<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Data Collection and Data Processing<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>#loading the dataset to a pandas Dataframe\nsonar_data = pd.read_csv('sonar_data.csv', header=None)\n\nsonar_data.head()<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># number of rows and columns\nsonar_data.shape<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># describe --&gt; statistical measures of the data\nsonar_data.describe()<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>sonar_data&#91;60].value_counts()<\/code><\/pre>\n\n\n\n<p>M &#8211;&gt; Mine<\/p>\n\n\n\n<p>R &#8211;&gt; Rock<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sonar_data.groupby(60).mean()<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># separating data and Labels\nX = sonar_data.drop(columns=60, axis=1)\nY = sonar_data&#91;60]\n\nprint(X)\nprint(Y)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Training and Test Data<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size = 0.1, stratify=Y, random_state=1)\n\nprint(X.shape, X_train.shape, X_test.shape)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>print(X_train)\nprint(Y_train)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Model Training &#8211;&gt; Logistic Regression<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>model = LogisticRegression()\n\n# training the Logistic Regression model with training data\nmodel.fit(X_train, Y_train)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Model Evaluation<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code># accuracy on training data\nX_train_prediction = model.predict(X_train)\ntraining_data_accuracy = accuracy_score(X_train_prediction, Y_train)\n\nprint('Accuracy on training data : ', training_data_accuracy)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># accuracy on test data\nX_test_prediction = model.predict(X_test)\ntest_data_accuracy = accuracy_score(X_test_prediction, Y_test)\n\nprint('Accuracy on test data : ', test_data_accuracy)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Making a Predictive System<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>input_data = (0.0056,0.0267,0.0221,0.0561,0.0936,0.1146,0.0706,0.0996,0.1673,0.1859,0.2481,0.2712,0.2934,0.2637,0.1880,0.1405,0.2028,0.2613,0.2778,0.3346,0.3830,0.4003,0.5114,0.6860,0.7490,0.7843,0.9021,1.0000,0.8888,0.6511,0.6083,0.4463,0.2948,0.1729,0.1488,0.0801,0.1770,0.1382,0.2404,0.2046,0.1970,0.2778,0.1377,0.0685,0.0664,0.1665,0.1807,0.1245,0.0516,0.0044,0.0185,0.0072,0.0055,0.0074,0.0068,0.0084,0.0037,0.0024,0.0034,0.0007)\n\n# changing the input_data to a numpy array\ninput_data_as_numpy_array = np.asarray(input_data)\n\n# reshape the np array as we are predicting for one instance\ninput_data_reshaped = input_data_as_numpy_array.reshape(1, -1)\n\nprediction = model.predict(input_data_reshaped)\nprint(prediction)\n\nif (prediction&#91;0] == 'R'):\n    print('The object is a Rock')\nelse:\n    print('The object is a Mine')\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Dataset dapat diunduh di link berikut ini: https:\/\/drive.google.com\/file\/d\/1pQxtljlNVh0DHYg-Ye7dtpDTlFceHVfa\/view Importing the Depedencies Data Collection and Data Processing M &#8211;&gt; Mine R &#8211;&gt; Rock Training and Test Data Model Training &#8211;&gt; Logistic Regression Model Evaluation Making a Predictive System<\/p>\n","protected":false},"author":1,"featured_media":4611,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_links_to":"","_links_to_target":""},"categories":[397,389],"tags":[],"class_list":["post-4608","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","category-machine-learning"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[]}},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>SONAR Rock vs Mine Prediction - Machine Learning Project - Mahisa Ajy Kusuma<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"SONAR Rock vs Mine Prediction - Machine Learning Project - Mahisa Ajy Kusuma\" \/>\n<meta property=\"og:description\" content=\"Dataset dapat diunduh di link berikut ini: https:\/\/drive.google.com\/file\/d\/1pQxtljlNVh0DHYg-Ye7dtpDTlFceHVfa\/view Importing the Depedencies Data Collection and Data Processing M &#8211;&gt; Mine R &#8211;&gt; Rock Training and Test Data Model Training &#8211;&gt; Logistic Regression Model Evaluation Making a Predictive System\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/\" \/>\n<meta property=\"og:site_name\" content=\"Mahisa Ajy Kusuma\" \/>\n<meta property=\"article:publisher\" content=\"mahisaajy\" \/>\n<meta property=\"article:author\" content=\"mahisaajy\" \/>\n<meta property=\"article:published_time\" content=\"2022-02-17T16:02:13+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-11T06:06:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"320\" \/>\n\t<meta property=\"og:image:height\" content=\"180\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"mahisaajy\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@mahisaajy\" \/>\n<meta name=\"twitter:site\" content=\"@mahisaajy\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"mahisaajy\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/\"},\"author\":{\"name\":\"mahisaajy\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c\"},\"headline\":\"SONAR Rock vs Mine Prediction &#8211; Machine Learning Project\",\"datePublished\":\"2022-02-17T16:02:13+00:00\",\"dateModified\":\"2024-01-11T06:06:50+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/\"},\"wordCount\":72,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c\"},\"image\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg\",\"articleSection\":[\"Data Science\",\"Machine Learning\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/\",\"url\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/\",\"name\":\"SONAR Rock vs Mine Prediction - Machine Learning Project - Mahisa Ajy Kusuma\",\"isPartOf\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg\",\"datePublished\":\"2022-02-17T16:02:13+00:00\",\"dateModified\":\"2024-01-11T06:06:50+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#primaryimage\",\"url\":\"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg\",\"contentUrl\":\"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg\",\"width\":320,\"height\":180},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/mahisaajy.web.id\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"SONAR Rock vs Mine Prediction &#8211; Machine Learning Project\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#website\",\"url\":\"https:\/\/mahisaajy.web.id\/blog\/\",\"name\":\"Mahisa Ajy Kusuma\",\"description\":\"Kewajiban kita lebih banyak dari waktu yang tersedia.\",\"publisher\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/mahisaajy.web.id\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c\",\"name\":\"mahisaajy\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/84e68a607b6f3a00fdbccb0e208f3f66e31685e032a45bceac18338a091b5361?s=96&d=monsterid&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/84e68a607b6f3a00fdbccb0e208f3f66e31685e032a45bceac18338a091b5361?s=96&d=monsterid&r=g\",\"caption\":\"mahisaajy\"},\"logo\":{\"@id\":\"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Seorang pemuda yang mempunyai hobi menulis, membaca, dan bermusik. Tertarik dengan bidang ilmu komputer untuk memecahkan beberapa persoalan. Sejak tahun 2018 bekerja di BMKG di Direktorat Data dan Komputasi.\",\"sameAs\":[\"http:\/\/mahisaajy.web.id\/blog\/\",\"mahisaajy\",\"https:\/\/x.com\/mahisaajy\",\"mahisaful\"],\"url\":\"https:\/\/mahisaajy.web.id\/blog\/author\/mahisaajy\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"SONAR Rock vs Mine Prediction - Machine Learning Project - Mahisa Ajy Kusuma","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/","og_locale":"en_US","og_type":"article","og_title":"SONAR Rock vs Mine Prediction - Machine Learning Project - Mahisa Ajy Kusuma","og_description":"Dataset dapat diunduh di link berikut ini: https:\/\/drive.google.com\/file\/d\/1pQxtljlNVh0DHYg-Ye7dtpDTlFceHVfa\/view Importing the Depedencies Data Collection and Data Processing M &#8211;&gt; Mine R &#8211;&gt; Rock Training and Test Data Model Training &#8211;&gt; Logistic Regression Model Evaluation Making a Predictive System","og_url":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/","og_site_name":"Mahisa Ajy Kusuma","article_publisher":"mahisaajy","article_author":"mahisaajy","article_published_time":"2022-02-17T16:02:13+00:00","article_modified_time":"2024-01-11T06:06:50+00:00","og_image":[{"width":320,"height":180,"url":"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg","type":"image\/jpeg"}],"author":"mahisaajy","twitter_card":"summary_large_image","twitter_creator":"@mahisaajy","twitter_site":"@mahisaajy","twitter_misc":{"Written by":"mahisaajy","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#article","isPartOf":{"@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/"},"author":{"name":"mahisaajy","@id":"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c"},"headline":"SONAR Rock vs Mine Prediction &#8211; Machine Learning Project","datePublished":"2022-02-17T16:02:13+00:00","dateModified":"2024-01-11T06:06:50+00:00","mainEntityOfPage":{"@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/"},"wordCount":72,"commentCount":0,"publisher":{"@id":"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c"},"image":{"@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#primaryimage"},"thumbnailUrl":"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg","articleSection":["Data Science","Machine Learning"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/","url":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/","name":"SONAR Rock vs Mine Prediction - Machine Learning Project - Mahisa Ajy Kusuma","isPartOf":{"@id":"https:\/\/mahisaajy.web.id\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#primaryimage"},"image":{"@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#primaryimage"},"thumbnailUrl":"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg","datePublished":"2022-02-17T16:02:13+00:00","dateModified":"2024-01-11T06:06:50+00:00","breadcrumb":{"@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#primaryimage","url":"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg","contentUrl":"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg","width":320,"height":180},{"@type":"BreadcrumbList","@id":"https:\/\/mahisaajy.web.id\/blog\/2022\/02\/sonar-rock-vs-mine-prediction-machine-learning-project-1\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mahisaajy.web.id\/blog\/"},{"@type":"ListItem","position":2,"name":"SONAR Rock vs Mine Prediction &#8211; Machine Learning Project"}]},{"@type":"WebSite","@id":"https:\/\/mahisaajy.web.id\/blog\/#website","url":"https:\/\/mahisaajy.web.id\/blog\/","name":"Mahisa Ajy Kusuma","description":"Kewajiban kita lebih banyak dari waktu yang tersedia.","publisher":{"@id":"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mahisaajy.web.id\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":["Person","Organization"],"@id":"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/d9bfa055f34d78537afcc2d6079ff40c","name":"mahisaajy","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/84e68a607b6f3a00fdbccb0e208f3f66e31685e032a45bceac18338a091b5361?s=96&d=monsterid&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/84e68a607b6f3a00fdbccb0e208f3f66e31685e032a45bceac18338a091b5361?s=96&d=monsterid&r=g","caption":"mahisaajy"},"logo":{"@id":"https:\/\/mahisaajy.web.id\/blog\/#\/schema\/person\/image\/"},"description":"Seorang pemuda yang mempunyai hobi menulis, membaca, dan bermusik. Tertarik dengan bidang ilmu komputer untuk memecahkan beberapa persoalan. Sejak tahun 2018 bekerja di BMKG di Direktorat Data dan Komputasi.","sameAs":["http:\/\/mahisaajy.web.id\/blog\/","mahisaajy","https:\/\/x.com\/mahisaajy","mahisaful"],"url":"https:\/\/mahisaajy.web.id\/blog\/author\/mahisaajy\/"}]}},"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/mahisaajy.web.id\/blog\/wp-content\/uploads\/2022\/02\/mqdefault.jpeg","jetpack_shortlink":"https:\/\/wp.me\/p3PanY-1ck","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/posts\/4608","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/comments?post=4608"}],"version-history":[{"count":3,"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/posts\/4608\/revisions"}],"predecessor-version":[{"id":4621,"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/posts\/4608\/revisions\/4621"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/media\/4611"}],"wp:attachment":[{"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/media?parent=4608"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/categories?post=4608"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mahisaajy.web.id\/blog\/wp-json\/wp\/v2\/tags?post=4608"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}