{"id":29128,"date":"2025-08-03T05:54:20","date_gmt":"2025-08-03T05:54:20","guid":{"rendered":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/"},"modified":"2025-08-03T05:54:20","modified_gmt":"2025-08-03T05:54:20","slug":"google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks","status":"publish","type":"post","link":"https:\/\/youzum.net\/th\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/","title":{"rendered":"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks"},"content":{"rendered":"<p><strong>MLE-STAR (Machine Learning Engineering via Search and Targeted Refinement)<\/strong> is a state-of-the-art agent system developed by Google Cloud researchers to automate complex machine learning ML pipeline design and optimization. By leveraging web-scale search, targeted code refinement, and robust checking modules, MLE-STAR achieves unparalleled performance on a range of machine learning engineering tasks\u2014significantly outperforming previous autonomous ML agents and even human baseline methods.<\/p>\n<h3 class=\"wp-block-heading\"><strong>The Problem: Automating Machine Learning Engineering<\/strong><\/h3>\n<p>While large language models (LLMs) have made inroads into code generation and workflow automation, existing ML engineering agents struggle with:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Overreliance on LLM memory:<\/strong> Tending to default to \u201cfamiliar\u201d models (e.g., using only scikit-learn for tabular data), overlooking cutting-edge, task-specific approaches.<\/li>\n<li><strong>Coarse \u201call-at-once\u201d iteration:<\/strong> Previous agents modify whole scripts in one shot, lacking deep, targeted exploration of pipeline components like feature engineering, data preprocessing, or model ensembling.<\/li>\n<li><strong>Poor error and leakage handling:<\/strong> Generated code is prone to bugs, data leakage, or omission of provided data files.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>MLE-STAR: Core Innovations<\/strong><\/h3>\n<p>MLE-STAR introduces several key advances over prior solutions:<\/p>\n<h4 class=\"wp-block-heading\"><strong>1. Web Search\u2013Guided Model Selection<\/strong><\/h4>\n<p>Instead of drawing solely from its internal \u201ctraining,\u201d MLE-STAR uses external search to <strong>retrieve state-of-the-art models and code snippets<\/strong> relevant to the provided task and dataset. It anchors the initial solution in current best practices, not just what LLMs \u201cremember\u201d.<\/p>\n<h4 class=\"wp-block-heading\"><strong>2. Nested, Targeted Code Refinement<\/strong><\/h4>\n<p>MLE-STAR improves its solutions via a <strong>two-loop refinement process<\/strong>:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Outer Loop (Ablation-driven):<\/strong> Runs ablation studies on the evolving code to identify which pipeline component (data prep, model, feature engineering, etc.) most impacts performance.<\/li>\n<li><strong>Inner Loop (Focused Exploration):<\/strong> Iteratively generates and tests variations for just that component, using structured feedback.<\/li>\n<\/ul>\n<p>This enables deep, component-wise exploration\u2014e.g., extensively testing ways to extract and encode categorical features rather than blindly changing everything at once.<\/p>\n<h4 class=\"wp-block-heading\"><strong>3. Self-Improving Ensembling Strategy<\/strong><\/h4>\n<p>MLE-STAR proposes, implements, and refines novel ensemble methods by combining multiple candidate solutions. Rather than just \u201cbest-of-N\u201d voting or simple averages, it uses its planning abilities to explore advanced strategies (e.g., stacking with bespoke meta-learners or optimized weight search).<\/p>\n<h4 class=\"wp-block-heading\"><strong>4. Robustness through Specialized Agents<\/strong><\/h4>\n<ul class=\"wp-block-list\">\n<li><strong>Debugging Agent:<\/strong> Automatically catches and corrects Python errors (tracebacks) until the script runs or maximum attempts are reached.<\/li>\n<li><strong>Data Leakage Checker:<\/strong> Inspects code to prevent information from test or validation samples biasing the training process.<\/li>\n<li><strong>Data Usage Checker:<\/strong> Ensures the solution script maximizes the use of all provided data files and relevant modalities, improving model performance and generalizability.<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"876\" data-attachment-id=\"73164\" data-permalink=\"https:\/\/www.marktechpost.com\/2025\/08\/02\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/screenshot-2025-08-02-at-8-17-34-pm-2\/\" data-orig-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1.png\" data-orig-size=\"1476,1262\" data-comments-opened=\"1\" data-image-meta='{\"aperture\":\"0\",\"credit\":\"\",\"camera\":\"\",\"caption\":\"\",\"created_timestamp\":\"0\",\"copyright\":\"\",\"focal_length\":\"0\",\"iso\":\"0\",\"shutter_speed\":\"0\",\"title\":\"\",\"orientation\":\"0\"}' data-image-title=\"Screenshot 2025-08-02 at 8.17.34\u202fPM\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-300x257.png\" data-large-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876.png\" src=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876.png\" alt=\"\" class=\"wp-image-73164\" \/><\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\"><strong>Quantitative Results: Outperforming the Field<\/strong><\/h3>\n<p>MLE-STAR\u2019s effectiveness is rigorously validated on the <strong>MLE-Bench-Lite<\/strong> benchmark (22 challenging Kaggle competitions spanning tabular, image, audio, and text tasks):<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>Metric<\/th>\n<th>MLE-STAR (Gemini-2.5-Pro)<\/th>\n<th>AIDE (Best Baseline)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Any Medal Rate<\/strong><\/td>\n<td>63.6%<\/td>\n<td>25.8%<\/td>\n<\/tr>\n<tr>\n<td><strong>Gold Medal Rate<\/strong><\/td>\n<td>36.4%<\/td>\n<td>12.1%<\/td>\n<\/tr>\n<tr>\n<td><strong>Above Median<\/strong><\/td>\n<td>83.3%<\/td>\n<td>39.4%<\/td>\n<\/tr>\n<tr>\n<td><strong>Valid Submission<\/strong><\/td>\n<td>100%<\/td>\n<td>78.8%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<ul class=\"wp-block-list\">\n<li><strong>MLE-STAR achieves more than double the rate of \u201cmedal\u201d (top-tier) solutions<\/strong> compared to previous best agents.<\/li>\n<li>On image tasks, MLE-STAR overwhelmingly chooses modern architectures (EfficientNet, ViT), leaving older standbys like ResNet behind, directly translating to higher podium rates.<\/li>\n<li>The ensemble strategy alone contributes a further boost, not just picking but combining winning solutions.<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"819\" data-attachment-id=\"73166\" data-permalink=\"https:\/\/www.marktechpost.com\/2025\/08\/02\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/screenshot-2025-08-02-at-8-17-56-pm-2\/\" data-orig-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.56-PM-1.png\" data-orig-size=\"1528,1222\" data-comments-opened=\"1\" data-image-meta='{\"aperture\":\"0\",\"credit\":\"\",\"camera\":\"\",\"caption\":\"\",\"created_timestamp\":\"0\",\"copyright\":\"\",\"focal_length\":\"0\",\"iso\":\"0\",\"shutter_speed\":\"0\",\"title\":\"\",\"orientation\":\"0\"}' data-image-title=\"Screenshot 2025-08-02 at 8.17.56\u202fPM\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.56-PM-1-300x240.png\" data-large-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.56-PM-1-1024x819.png\" src=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.56-PM-1-1024x819.png\" alt=\"\" class=\"wp-image-73166\" \/><\/figure>\n<\/div>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"393\" data-attachment-id=\"73168\" data-permalink=\"https:\/\/www.marktechpost.com\/2025\/08\/02\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/screenshot-2025-08-02-at-8-18-44-pm-2\/\" data-orig-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.18.44-PM-1.png\" data-orig-size=\"1512,580\" data-comments-opened=\"1\" data-image-meta='{\"aperture\":\"0\",\"credit\":\"\",\"camera\":\"\",\"caption\":\"\",\"created_timestamp\":\"0\",\"copyright\":\"\",\"focal_length\":\"0\",\"iso\":\"0\",\"shutter_speed\":\"0\",\"title\":\"\",\"orientation\":\"0\"}' data-image-title=\"Screenshot 2025-08-02 at 8.18.44\u202fPM\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.18.44-PM-1-300x115.png\" data-large-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.18.44-PM-1-1024x393.png\" src=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.18.44-PM-1-1024x393.png\" alt=\"\" class=\"wp-image-73168\" \/><\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\"><strong>Technical Insights: Why MLE-STAR Wins<\/strong><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Search as Foundation:<\/strong> By pulling example code and model cards from the web at run time, MLE-STAR stays far more up to date\u2014automatically including new model types in its initial proposals.<\/li>\n<li><strong>Ablation-Guided Focus:<\/strong> Systematically measuring the contribution of each code segment allows \u201csurgical\u201d improvements\u2014first on the most impactful pieces (e.g., targeted feature encodings, advanced model-specific preprocessing).<\/li>\n<li><strong>Adaptive Ensembling:<\/strong> The ensemble agent doesn\u2019t just average; it intelligently tests stacking, regression meta-learners, optimal weighting, and more.<\/li>\n<li><strong>Rigorous Safety Checks:<\/strong> Error correction, data leakage prevention, and full data usage unlock much higher validation and test scores, avoiding pitfalls that trip up vanilla LLM code generation.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>Extensibility and Human-in-the-loop<\/strong><\/h3>\n<p>MLE-STAR is also extensible:<\/p>\n<ul class=\"wp-block-list\">\n<li>Human experts can inject cutting-edge model descriptions for faster adoption of the latest architectures.<\/li>\n<li>The system is built atop Google\u2019s <strong>Agent Development Kit (ADK)<\/strong>, facilitating open-source adoption and integration into broader agent ecosystems, as shown in the <a href=\"https:\/\/github.com\/google\/adk-samples\/tree\/main\/python\/agents\/machine-learning-engineering\" target=\"_blank\" rel=\"noreferrer noopener\">official samples<\/a>.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>Conclusion<\/strong><\/h3>\n<p><strong>MLE-STAR represents a true leap in the automation of machine learning engineering.<\/strong> By enforcing a workflow that begins with search, tests code via ablation-driven loops, blends solutions with adaptive ensembling, and polices code outputs with specialized agents, it outperforms prior art and even many human competitors. Its open-source codebase means that researchers and ML practitioners can now integrate and extend these state-of-the-art capabilities in their own projects, accelerating both productivity and innovation.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<p>Check out the\u00a0<strong><a href=\"https:\/\/www.arxiv.org\/abs\/2506.15692\" target=\"_blank\" rel=\"noreferrer noopener\">Paper<\/a>, <a href=\"https:\/\/github.com\/google\/adk-samples\/tree\/main\/python\/agents\/machine-learning-engineering\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub Page<\/a> <\/strong>and<strong> <a href=\"https:\/\/research.google\/blog\/mle-star-a-state-of-the-art-machine-learning-engineering-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\">Technical details<\/a><em>.<\/em><\/strong>\u00a0Feel free to check out our\u00a0<strong><mark><a href=\"https:\/\/github.com\/Marktechpost\/AI-Tutorial-Codes-Included\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub Page for Tutorials, Codes and Notebooks<\/a><\/mark><\/strong>.\u00a0Also,\u00a0feel free to follow us on\u00a0<strong><a href=\"https:\/\/x.com\/intent\/follow?screen_name=marktechpost\" target=\"_blank\" rel=\"noreferrer noopener\"><mark>Twitter<\/mark><\/a><\/strong>\u00a0and don\u2019t forget to join our\u00a0<strong><a href=\"https:\/\/www.reddit.com\/r\/machinelearningnews\/\" target=\"_blank\" rel=\"noreferrer noopener\">100k+ ML SubReddit<\/a><\/strong>\u00a0and Subscribe to\u00a0<strong><a href=\"https:\/\/www.aidevsignals.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">our Newsletter<\/a><\/strong>.<\/p>\n<p>The post <a href=\"https:\/\/www.marktechpost.com\/2025\/08\/02\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/\">Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks<\/a> appeared first on <a href=\"https:\/\/www.marktechpost.com\/\">MarkTechPost<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>MLE-STAR (Machine Learning Engineering via Search and Targeted Refinement) is a state-of-the-art agent system developed by Google Cloud researchers to automate complex machine learning ML pipeline design and optimization. By leveraging web-scale search, targeted code refinement, and robust checking modules, MLE-STAR achieves unparalleled performance on a range of machine learning engineering tasks\u2014significantly outperforming previous autonomous ML agents and even human baseline methods. The Problem: Automating Machine Learning Engineering While large language models (LLMs) have made inroads into code generation and workflow automation, existing ML engineering agents struggle with: Overreliance on LLM memory: Tending to default to \u201cfamiliar\u201d models (e.g., using only scikit-learn for tabular data), overlooking cutting-edge, task-specific approaches. Coarse \u201call-at-once\u201d iteration: Previous agents modify whole scripts in one shot, lacking deep, targeted exploration of pipeline components like feature engineering, data preprocessing, or model ensembling. Poor error and leakage handling: Generated code is prone to bugs, data leakage, or omission of provided data files. MLE-STAR: Core Innovations MLE-STAR introduces several key advances over prior solutions: 1. Web Search\u2013Guided Model Selection Instead of drawing solely from its internal \u201ctraining,\u201d MLE-STAR uses external search to retrieve state-of-the-art models and code snippets relevant to the provided task and dataset. It anchors the initial solution in current best practices, not just what LLMs \u201cremember\u201d. 2. Nested, Targeted Code Refinement MLE-STAR improves its solutions via a two-loop refinement process: Outer Loop (Ablation-driven): Runs ablation studies on the evolving code to identify which pipeline component (data prep, model, feature engineering, etc.) most impacts performance. Inner Loop (Focused Exploration): Iteratively generates and tests variations for just that component, using structured feedback. This enables deep, component-wise exploration\u2014e.g., extensively testing ways to extract and encode categorical features rather than blindly changing everything at once. 3. Self-Improving Ensembling Strategy MLE-STAR proposes, implements, and refines novel ensemble methods by combining multiple candidate solutions. Rather than just \u201cbest-of-N\u201d voting or simple averages, it uses its planning abilities to explore advanced strategies (e.g., stacking with bespoke meta-learners or optimized weight search). 4. Robustness through Specialized Agents Debugging Agent: Automatically catches and corrects Python errors (tracebacks) until the script runs or maximum attempts are reached. Data Leakage Checker: Inspects code to prevent information from test or validation samples biasing the training process. Data Usage Checker: Ensures the solution script maximizes the use of all provided data files and relevant modalities, improving model performance and generalizability. Quantitative Results: Outperforming the Field MLE-STAR\u2019s effectiveness is rigorously validated on the MLE-Bench-Lite benchmark (22 challenging Kaggle competitions spanning tabular, image, audio, and text tasks): Metric MLE-STAR (Gemini-2.5-Pro) AIDE (Best Baseline) Any Medal Rate 63.6% 25.8% Gold Medal Rate 36.4% 12.1% Above Median 83.3% 39.4% Valid Submission 100% 78.8% MLE-STAR achieves more than double the rate of \u201cmedal\u201d (top-tier) solutions compared to previous best agents. On image tasks, MLE-STAR overwhelmingly chooses modern architectures (EfficientNet, ViT), leaving older standbys like ResNet behind, directly translating to higher podium rates. The ensemble strategy alone contributes a further boost, not just picking but combining winning solutions. Technical Insights: Why MLE-STAR Wins Search as Foundation: By pulling example code and model cards from the web at run time, MLE-STAR stays far more up to date\u2014automatically including new model types in its initial proposals. Ablation-Guided Focus: Systematically measuring the contribution of each code segment allows \u201csurgical\u201d improvements\u2014first on the most impactful pieces (e.g., targeted feature encodings, advanced model-specific preprocessing). Adaptive Ensembling: The ensemble agent doesn\u2019t just average; it intelligently tests stacking, regression meta-learners, optimal weighting, and more. Rigorous Safety Checks: Error correction, data leakage prevention, and full data usage unlock much higher validation and test scores, avoiding pitfalls that trip up vanilla LLM code generation. Extensibility and Human-in-the-loop MLE-STAR is also extensible: Human experts can inject cutting-edge model descriptions for faster adoption of the latest architectures. The system is built atop Google\u2019s Agent Development Kit (ADK), facilitating open-source adoption and integration into broader agent ecosystems, as shown in the official samples. Conclusion MLE-STAR represents a true leap in the automation of machine learning engineering. By enforcing a workflow that begins with search, tests code via ablation-driven loops, blends solutions with adaptive ensembling, and polices code outputs with specialized agents, it outperforms prior art and even many human competitors. Its open-source codebase means that researchers and ML practitioners can now integrate and extend these state-of-the-art capabilities in their own projects, accelerating both productivity and innovation. Check out the\u00a0Paper, GitHub Page and Technical details.\u00a0Feel free to check out our\u00a0GitHub Page for Tutorials, Codes and Notebooks.\u00a0Also,\u00a0feel free to follow us on\u00a0Twitter\u00a0and don\u2019t forget to join our\u00a0100k+ ML SubReddit\u00a0and Subscribe to\u00a0our Newsletter. The post Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks appeared first on MarkTechPost.<\/p>","protected":false},"author":2,"featured_media":29129,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_pvb_checkbox_block_on_post":false,"footnotes":""},"categories":[52,5,7,1],"tags":[],"class_list":["post-29128","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-club","category-committee","category-news","category-uncategorized","pmpro-has-access"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks - YouZum<\/title>\n<meta name=\"description\" content=\"\u0e01\u0e34\u0e08\u0e01\u0e23\u0e23\u0e21\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e42\u0e14\u0e23\u0e19\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/youzum.net\/th\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/\" \/>\n<meta property=\"og:locale\" content=\"th_TH\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks - YouZum\" \/>\n<meta property=\"og:description\" content=\"\u0e01\u0e34\u0e08\u0e01\u0e23\u0e23\u0e21\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e42\u0e14\u0e23\u0e19\" \/>\n<meta property=\"og:url\" content=\"https:\/\/youzum.net\/th\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/\" \/>\n<meta property=\"og:site_name\" content=\"YouZum\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DroneAssociationTH\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-03T05:54:20+00:00\" \/>\n<meta name=\"author\" content=\"admin NU\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin NU\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u0e19\u0e32\u0e17\u0e35\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/\"},\"author\":{\"name\":\"admin NU\",\"@id\":\"https:\/\/yousum.gpucore.co\/#\/schema\/person\/97fa48242daf3908e4d9a5f26f4a059c\"},\"headline\":\"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks\",\"datePublished\":\"2025-08-03T05:54:20+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/\"},\"wordCount\":802,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/yousum.gpucore.co\/#organization\"},\"image\":{\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png\",\"articleSection\":[\"AI\",\"Committee\",\"News\",\"Uncategorized\"],\"inLanguage\":\"th\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/\",\"url\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/\",\"name\":\"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks - YouZum\",\"isPartOf\":{\"@id\":\"https:\/\/yousum.gpucore.co\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png\",\"datePublished\":\"2025-08-03T05:54:20+00:00\",\"description\":\"\u0e01\u0e34\u0e08\u0e01\u0e23\u0e23\u0e21\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e42\u0e14\u0e23\u0e19\",\"breadcrumb\":{\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#breadcrumb\"},\"inLanguage\":\"th\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"th\",\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#primaryimage\",\"url\":\"https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png\",\"contentUrl\":\"https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png\",\"width\":1024,\"height\":876},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/youzum.net\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/yousum.gpucore.co\/#website\",\"url\":\"https:\/\/yousum.gpucore.co\/\",\"name\":\"YouSum\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/yousum.gpucore.co\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/yousum.gpucore.co\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"th\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/yousum.gpucore.co\/#organization\",\"name\":\"Drone Association Thailand\",\"url\":\"https:\/\/yousum.gpucore.co\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"th\",\"@id\":\"https:\/\/yousum.gpucore.co\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/youzum.net\/wp-content\/uploads\/2024\/11\/tranparent-logo.png\",\"contentUrl\":\"https:\/\/youzum.net\/wp-content\/uploads\/2024\/11\/tranparent-logo.png\",\"width\":300,\"height\":300,\"caption\":\"Drone Association Thailand\"},\"image\":{\"@id\":\"https:\/\/yousum.gpucore.co\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/DroneAssociationTH\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/yousum.gpucore.co\/#\/schema\/person\/97fa48242daf3908e4d9a5f26f4a059c\",\"name\":\"admin NU\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"th\",\"@id\":\"https:\/\/yousum.gpucore.co\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/youzum.net\/wp-content\/uploads\/avatars\/2\/1746849356-bpfull.png\",\"contentUrl\":\"https:\/\/youzum.net\/wp-content\/uploads\/avatars\/2\/1746849356-bpfull.png\",\"caption\":\"admin NU\"},\"url\":\"https:\/\/youzum.net\/th\/members\/adminnu\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks - YouZum","description":"\u0e01\u0e34\u0e08\u0e01\u0e23\u0e23\u0e21\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e42\u0e14\u0e23\u0e19","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:\/\/youzum.net\/th\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/","og_locale":"th_TH","og_type":"article","og_title":"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks - YouZum","og_description":"\u0e01\u0e34\u0e08\u0e01\u0e23\u0e23\u0e21\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e42\u0e14\u0e23\u0e19","og_url":"https:\/\/youzum.net\/th\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/","og_site_name":"YouZum","article_publisher":"https:\/\/www.facebook.com\/DroneAssociationTH\/","article_published_time":"2025-08-03T05:54:20+00:00","author":"admin NU","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin NU","Est. reading time":"4 \u0e19\u0e32\u0e17\u0e35"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#article","isPartOf":{"@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/"},"author":{"name":"admin NU","@id":"https:\/\/yousum.gpucore.co\/#\/schema\/person\/97fa48242daf3908e4d9a5f26f4a059c"},"headline":"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks","datePublished":"2025-08-03T05:54:20+00:00","mainEntityOfPage":{"@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/"},"wordCount":802,"commentCount":0,"publisher":{"@id":"https:\/\/yousum.gpucore.co\/#organization"},"image":{"@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#primaryimage"},"thumbnailUrl":"https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png","articleSection":["AI","Committee","News","Uncategorized"],"inLanguage":"th","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/","url":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/","name":"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks - YouZum","isPartOf":{"@id":"https:\/\/yousum.gpucore.co\/#website"},"primaryImageOfPage":{"@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#primaryimage"},"image":{"@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#primaryimage"},"thumbnailUrl":"https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png","datePublished":"2025-08-03T05:54:20+00:00","description":"\u0e01\u0e34\u0e08\u0e01\u0e23\u0e23\u0e21\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e42\u0e14\u0e23\u0e19","breadcrumb":{"@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#breadcrumb"},"inLanguage":"th","potentialAction":[{"@type":"ReadAction","target":["https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/"]}]},{"@type":"ImageObject","inLanguage":"th","@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#primaryimage","url":"https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png","contentUrl":"https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png","width":1024,"height":876},{"@type":"BreadcrumbList","@id":"https:\/\/youzum.net\/google-ai-releases-mle-star-a-state-of-the-art-machine-learning-engineering-agent-capable-of-automating-various-ai-tasks\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/youzum.net\/"},{"@type":"ListItem","position":2,"name":"Google AI Releases MLE-STAR: A State-of-the-Art Machine Learning Engineering Agent Capable of Automating Various AI Tasks"}]},{"@type":"WebSite","@id":"https:\/\/yousum.gpucore.co\/#website","url":"https:\/\/yousum.gpucore.co\/","name":"YouSum","description":"","publisher":{"@id":"https:\/\/yousum.gpucore.co\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/yousum.gpucore.co\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"th"},{"@type":"Organization","@id":"https:\/\/yousum.gpucore.co\/#organization","name":"Drone Association Thailand","url":"https:\/\/yousum.gpucore.co\/","logo":{"@type":"ImageObject","inLanguage":"th","@id":"https:\/\/yousum.gpucore.co\/#\/schema\/logo\/image\/","url":"https:\/\/youzum.net\/wp-content\/uploads\/2024\/11\/tranparent-logo.png","contentUrl":"https:\/\/youzum.net\/wp-content\/uploads\/2024\/11\/tranparent-logo.png","width":300,"height":300,"caption":"Drone Association Thailand"},"image":{"@id":"https:\/\/yousum.gpucore.co\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DroneAssociationTH\/"]},{"@type":"Person","@id":"https:\/\/yousum.gpucore.co\/#\/schema\/person\/97fa48242daf3908e4d9a5f26f4a059c","name":"admin NU","image":{"@type":"ImageObject","inLanguage":"th","@id":"https:\/\/yousum.gpucore.co\/#\/schema\/person\/image\/","url":"https:\/\/youzum.net\/wp-content\/uploads\/avatars\/2\/1746849356-bpfull.png","contentUrl":"https:\/\/youzum.net\/wp-content\/uploads\/avatars\/2\/1746849356-bpfull.png","caption":"admin NU"},"url":"https:\/\/youzum.net\/th\/members\/adminnu\/"}]}},"rttpg_featured_image_url":{"full":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png",1024,876,false],"landscape":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png",1024,876,false],"portraits":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png",1024,876,false],"thumbnail":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox-150x150.png",150,150,true],"medium":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox-300x257.png",300,257,true],"large":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png",1024,876,false],"1536x1536":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png",1024,876,false],"2048x2048":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox.png",1024,876,false],"trp-custom-language-flag":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox-14x12.png",14,12,true],"woocommerce_thumbnail":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox-300x300.png",300,300,true],"woocommerce_single":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox-600x513.png",600,513,true],"woocommerce_gallery_thumbnail":["https:\/\/youzum.net\/wp-content\/uploads\/2025\/08\/Screenshot-2025-08-02-at-8.17.34-PM-1-1024x876-hmIBox-100x100.png",100,100,true]},"rttpg_author":{"display_name":"admin NU","author_link":"https:\/\/youzum.net\/th\/members\/adminnu\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/youzum.net\/th\/category\/ai-club\/\" rel=\"category tag\">AI<\/a> <a href=\"https:\/\/youzum.net\/th\/category\/committee\/\" rel=\"category tag\">Committee<\/a> <a href=\"https:\/\/youzum.net\/th\/category\/news\/\" rel=\"category tag\">News<\/a> <a href=\"https:\/\/youzum.net\/th\/category\/uncategorized\/\" rel=\"category tag\">Uncategorized<\/a>","rttpg_excerpt":"MLE-STAR (Machine Learning Engineering via Search and Targeted Refinement) is a state-of-the-art agent system developed by Google Cloud researchers to automate complex machine learning ML pipeline design and optimization. By leveraging web-scale search, targeted code refinement, and robust checking modules, MLE-STAR achieves unparalleled performance on a range of machine learning engineering tasks\u2014significantly outperforming previous autonomous&hellip;","_links":{"self":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/posts\/29128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/comments?post=29128"}],"version-history":[{"count":0,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/posts\/29128\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/media\/29129"}],"wp:attachment":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/media?parent=29128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/categories?post=29128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/tags?post=29128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}