{"id":36470,"date":"2025-10-30T21:53:23","date_gmt":"2025-10-30T19:53:23","guid":{"rendered":"https:\/\/outscraper.com\/?p=36470"},"modified":"2026-10-26T22:11:14","modified_gmt":"2026-10-26T20:11:14","slug":"machine-learning","status":"publish","type":"post","link":"https:\/\/outscraper.com\/id\/machine-learning\/","title":{"rendered":"Pembelajaran Mesin"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"36470\" class=\"elementor elementor-36470\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-00e9605 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"00e9605\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c891218\" data-id=\"c891218\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-0a31267 e-flex e-con-boxed e-con e-parent\" data-id=\"0a31267\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-5a95a03 e-con-full e-flex e-con e-child\" data-id=\"5a95a03\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8f9ecbf elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"8f9ecbf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Machine Learning<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbf0ff6 elementor-widget elementor-widget-text-editor\" data-id=\"fbf0ff6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"flex p-4 gap-4 text-base md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl md:py-6 lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex items-start overflow-x-auto whitespace-pre-wrap break-words flex-col gap-4\"><div class=\"markdown prose w-full break-words dark:prose-invert light\"><p data-start=\"683\" data-end=\"1020\">Power your machine learning workflows with rich, structured, and constantly updated datasets. Using our machine learning data scraper, you can automatically collect information from sources like <a href=\"https:\/\/outscraper.com\/google-maps-scraper\/\">Google Maps<\/a>, eCommerce platforms, and review sites \u2014 giving your AI models the high-quality data they need to learn, adapt, and predict.<\/p><p data-start=\"1022\" data-end=\"1261\">Whether you\u2019re building a recommendation engine, a computer vision model, or a sentiment analysis algorithm, real data is the key to better predictions. Our scrapers give you that data, clean and ready for machine learning pipelines.<\/p><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ccb96f elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"6ccb96f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">No-code research setup<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Results-based pricing<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Research-ready exports<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa69675 elementor-button-success elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"aa69675\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/app.outscraper.com\/signup?redirect=\/googleMaps\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-right\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Start Free<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2951f8 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"c2951f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>No credit card required. Includes 500 free records.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-6bd4dda e-con-full e-flex e-con e-child\" data-id=\"6bd4dda\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d30edaa elementor-widget elementor-widget-image\" data-id=\"d30edaa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Outscraper.png\" class=\"attachment-full size-full wp-image-51299\" alt=\"\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Outscraper.png 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Outscraper-300x200.png 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Outscraper-1024x683.png 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Outscraper-768x512.png 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Outscraper-18x12.png 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Outscraper-360x240.png 360w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-ad29fad elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ad29fad\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-10fb6df\" data-id=\"10fb6df\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-8e5f3ad e-flex e-con-boxed e-con e-parent\" data-id=\"8e5f3ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-5c73c83 e-grid e-con-full e-con e-child\" data-id=\"5c73c83\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ac7ed2 elementor-widget elementor-widget-image\" data-id=\"6ac7ed2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Connected-Data-Network-Illustration.png\" class=\"attachment-full size-full wp-image-51300\" alt=\"\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Connected-Data-Network-Illustration.png 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Connected-Data-Network-Illustration-300x200.png 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Connected-Data-Network-Illustration-1024x683.png 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Connected-Data-Network-Illustration-768x512.png 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Connected-Data-Network-Illustration-18x12.png 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Connected-Data-Network-Illustration-360x240.png 360w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-a6a1529 e-con-full e-flex e-con e-child\" data-id=\"a6a1529\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e119482 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"e119482\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key Advantages of Using Outscraper for Machine Learning<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af78b2a elementor-widget elementor-widget-text-editor\" data-id=\"af78b2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1108\" data-end=\"1384\" class=\"PDq2pG_selectionAnchorContainer\">Building accurate machine learning models starts with high-quality data. Outscraper automates the collection of structured, real-world datasets from sources such as Google Maps, eCommerce platforms, business directories, review websites, and public web pages. Instead of spending valuable time gathering and cleaning raw information, data scientists and ML engineers can focus on training, evaluating, and deploying models with reliable datasets that are ready for analysis.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-ed168ed e-con-full e-flex e-con e-child\" data-id=\"ed168ed\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-44f510f e-grid e-con-full e-con e-child\" data-id=\"44f510f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-04c8c03 e-con-full e-flex e-con e-child\" data-id=\"04c8c03\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-425060e elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"425060e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">High-Quality, Structured Datasets<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a070de elementor-widget elementor-widget-text-editor\" data-id=\"1a070de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Train better machine learning models with clean, structured datasets collected from real-world sources. Outscraper automatically gathers millions of records enriched with valuable attributes such as business names, categories, locations, contact details, ratings, reviews, pricing information, operating hours, and more. Every dataset is organized into machine-readable formats like JSON, CSV, Excel, or API responses, making it easy to integrate directly into your ML pipelines.<\/p><p>Whether you&#8217;re building recommendation systems, predictive analytics, classification models, or large-scale AI applications, high-quality data is the foundation of reliable results. With automated data collection, advanced filtering, and continuously updated records, Outscraper helps reduce preprocessing time, improve training accuracy, and accelerate the development of machine learning solutions at any scale.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b4da87 elementor-widget elementor-widget-image\" data-id=\"4b4da87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Data-Integration.png\" class=\"attachment-full size-full wp-image-51302\" alt=\"\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Data-Integration.png 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Data-Integration-300x200.png 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Data-Integration-1024x683.png 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Data-Integration-768x512.png 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Data-Integration-18x12.png 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Machine-Learning-Data-Integration-360x240.png 360w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-3f7f8d6 e-grid e-con-full e-con e-child\" data-id=\"3f7f8d6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ccfcecd elementor-widget elementor-widget-image\" data-id=\"ccfcecd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Global-Market-Intelligence-Illustration.png\" class=\"attachment-full size-full wp-image-51307\" alt=\"\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Global-Market-Intelligence-Illustration.png 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Global-Market-Intelligence-Illustration-300x200.png 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Global-Market-Intelligence-Illustration-1024x683.png 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Global-Market-Intelligence-Illustration-768x512.png 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Global-Market-Intelligence-Illustration-18x12.png 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Global-Market-Intelligence-Illustration-360x240.png 360w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-435626d e-con-full e-flex e-con e-child\" data-id=\"435626d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0af256b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"0af256b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Domain-Specific Data Collection<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6cac2de elementor-widget elementor-widget-text-editor\" data-id=\"6cac2de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Every machine learning project depends on data that reflects its specific use case. Outscraper lets you collect targeted datasets from the sources that matter most to your models\u2014whether you&#8217;re building solutions for retail, local search, geospatial analysis, real estate, hospitality, finance, or competitive intelligence. Instead of relying on generic datasets, you can gather information tailored to your domain, improving both model accuracy and business relevance.<\/span><\/p><p><span>Search by keyword, category, location, or platform to create datasets that match your exact requirements. Collect business listings, reviews, product information, pricing data, contact details, locations, and other structured attributes from multiple online sources. With customizable scraping parameters and scalable collection, Outscraper makes it easy to generate high-quality training data for any machine learning application\u2014from prototype to production.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-78fe6e4 e-con-full e-flex e-con e-child\" data-id=\"78fe6e4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-1c6afec e-grid e-con-full e-con e-child\" data-id=\"1c6afec\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-2938808 e-con-full e-flex e-con e-child\" data-id=\"2938808\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b42b211 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"b42b211\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Real-Time Data for Dynamic Models<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0eea8f elementor-widget elementor-widget-text-editor\" data-id=\"d0eea8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Machine learning models are only as reliable as the data they learn from. With Outscraper&#8217;s scheduled scraping capabilities, you can automatically refresh your datasets on a daily, weekly, or monthly basis\u2014ensuring your models always have access to the latest business information, pricing, customer reviews, locations, and market trends. Instead of relying on outdated snapshots, your training and inference pipelines continuously benefit from fresh, real-world data.<\/span><\/p><p><span>Whether you&#8217;re retraining recommendation engines, updating predictive analytics, improving fraud detection, or monitoring changing market conditions, automated data collection keeps your AI aligned with reality. By maintaining current datasets without manual intervention, Outscraper helps reduce data drift, improve model accuracy, and deliver more reliable predictions over time.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-920dbbb elementor-widget elementor-widget-image\" data-id=\"920dbbb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Real-Time-Data-Pipeline-Dashboard.png\" class=\"attachment-full size-full wp-image-51309\" alt=\"\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Real-Time-Data-Pipeline-Dashboard.png 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Real-Time-Data-Pipeline-Dashboard-300x200.png 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Real-Time-Data-Pipeline-Dashboard-1024x683.png 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Real-Time-Data-Pipeline-Dashboard-768x512.png 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Real-Time-Data-Pipeline-Dashboard-18x12.png 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Real-Time-Data-Pipeline-Dashboard-360x240.png 360w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-d01402c e-grid e-con-full e-con e-child\" data-id=\"d01402c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dd1943c elementor-widget elementor-widget-image\" data-id=\"dd1943c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Cloud-Computing-ML-Data-Pipeline.png\" class=\"attachment-full size-full wp-image-51310\" alt=\"\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Cloud-Computing-ML-Data-Pipeline.png 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Cloud-Computing-ML-Data-Pipeline-300x200.png 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Cloud-Computing-ML-Data-Pipeline-1024x683.png 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Cloud-Computing-ML-Data-Pipeline-768x512.png 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Cloud-Computing-ML-Data-Pipeline-18x12.png 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2025\/10\/Cloud-Computing-ML-Data-Pipeline-360x240.png 360w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-f26f18f e-con-full e-flex e-con e-child\" data-id=\"f26f18f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3496e65 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3496e65\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Scalable Cloud Infrastructure<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfb6fd0 elementor-widget elementor-widget-text-editor\" data-id=\"bfb6fd0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Train and power machine learning models without worrying about data collection capacity. 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elementor-top-column elementor-element elementor-element-43699d3\" data-id=\"43699d3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ae734e2 elementor-widget elementor-widget-spacer\" data-id=\"ae734e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30922cd elementor-widget elementor-widget-template\" data-id=\"30922cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"13580\" class=\"elementor elementor-13580\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6b414f7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6b414f7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-28114d07\" data-id=\"28114d07\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-209f7ca8 elementor-widget elementor-widget-html\" data-id=\"209f7ca8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 align=\"center\">FAQ<\/h2>\n<p align=\"center\" style=\"font-size:20px\">Most frequent questions and answers<p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4579473 elementor-widget elementor-widget-toggle\" data-id=\"4579473\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-7281\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-7281\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">What kind of data can I collect for ML?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-7281\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-7281\"><p>You can extract text, images, prices, locations, categories, and reviews from multiple public web sources.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-7282\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-7282\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Can I automate updates?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-7282\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-7282\"><p>Yes, schedule daily, weekly, or monthly scrapes to automatically refresh your training data.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-7283\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-7283\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">How big can my dataset be?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-7283\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-7283\"><p>Our scraper supports large-scale extraction \u2014 from hundreds to millions of data points \u2014 ideal for AI and ML research.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"What kind of data can I collect for ML?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>You can extract text, images, prices, locations, categories, and reviews from multiple public web sources.<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"Can I automate updates?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>Yes, schedule daily, weekly, or monthly scrapes to automatically refresh your training data.<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"How big can my dataset be?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>Our scraper supports large-scale extraction \\u2014 from hundreds to millions of data points \\u2014 ideal for AI and ML research.<\\\/p>\"}}]}<\/script>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Dukung alur kerja pembelajaran mesin Anda dengan kumpulan data yang kaya, terstruktur, dan terus diperbarui. Dengan menggunakan alat pengumpul data pembelajaran mesin kami, Anda dapat secara otomatis mengumpulkan informasi dari berbagai sumber seperti Google Maps, platform e-commerce, dan situs ulasan \u2014 sehingga model AI Anda mendapatkan data berkualitas tinggi yang dibutuhkan untuk belajar, beradaptasi, dan membuat prediksi.<\/p>","protected":false},"author":17,"featured_media":51299,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[81],"tags":[309,349],"class_list":["post-36470","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-use-cases","tag-ai","tag-machine-learning"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 5.0.5.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Collect high-quality data for machine learning and AI model training. 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