{"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. Blog tentang Teknologi: Mahisadev.com\",\"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. Blog tentang Teknologi: Mahisadev.com","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}]}}