{"id":6510,"date":"2025-10-26T11:35:38","date_gmt":"2025-10-26T11:35:38","guid":{"rendered":"https:\/\/www.myshirtai.com\/archives\/6510"},"modified":"2025-10-26T11:35:38","modified_gmt":"2025-10-26T11:35:38","slug":"deepanalyze%ef%bc%9a%e8%ae%a9ai%e6%88%90%e4%b8%ba%e4%bd%a0%e7%9a%84%e4%b8%93%e5%b1%9e%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e5%ae%b6%ef%bc%81%e5%bc%80%e6%ba%90%e9%a1%b9%e7%9b%ae%e6%b7%b1%e5%ba%a6","status":"publish","type":"post","link":"https:\/\/www.myshirtai.com\/en\/archives\/6510","title":{"rendered":"DeepAnalyze: let AI become your exclusive data scientist! Open source projects in depth analysis"},"content":{"rendered":"<p>In this era of data explosion, data analysis has become the core of business decision-making. However, the shortage of data scientists, high labor costs, and the learning threshold of traditional data analysis tools have deterred many enterprises. Today, I want to introduce you to a<strong>Revolutionary open source project<\/strong>--DeepAnalyze, which makes it easy to have a<strong>AI Data Scientist online 24\/7<\/strong>!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4ec0\u4e48\u662fdeepanalyze\">What is DeepAnalyze?<\/h2>\n\n\n\n<p>DeepAnalyze is<strong>The first agent-based large language model for autonomous data science<\/strong>(Agentic LLM), jointly developed by a team from Renmin University of China and Tsinghua University. It can not only perform traditional data analysis tasks, but also act like a human data scientist<strong>Autonomous scheduling and optimization<\/strong>True \"end-to-end\" automation of the entire data science process, from raw data to analyst-level research reports.<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/502958904-04184975-7ee7-4ae0-8761-7a7550c5c8fe.mp4\"><\/video><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udca1 <strong>Key breakthroughs<\/strong>: DeepAnalyze-8B (8B parameters only) outperforms commercial large models such as GPT-4o-mini in several benchmarks, becoming the first model to accomplish the<strong>Open Data Research<\/strong>The open source model of the<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deepanalyze\u7684\u4e94\u5927\u6838\u5fc3\u80fd\u529b\">DeepAnalyze's five core capabilities<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-\u7aef\u5230\u7aef\u6570\u636e\u79d1\u5b66\u7ba1\u9053\">1\ufe0f\u20e3 End-to-End Data Science Pipeline<\/h3>\n\n\n\n<p>DeepAnalyze automates the entire data science process:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data preparation<\/strong>: automatic handling of missing values, de-duplication, format conversion<\/li>\n\n\n\n<li><strong>data analysis<\/strong>: Calculation of statistical indicators, identification of data patterns<\/li>\n\n\n\n<li><strong>data modeling<\/strong>: Build predictive models and evaluate performance<\/li>\n\n\n\n<li><strong>data visualization<\/strong>: Generate professional charts and visualization reports<\/li>\n\n\n\n<li><strong>Report Generation<\/strong>: Output analyst-level professional reports<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-14.png\" alt=\"\" class=\"wp-image-2440\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-\u5f00\u653e\u5f0f\u6570\u636e\u7814\u7a76\">2\ufe0f\u20e3 Open Data Research<\/h3>\n\n\n\n<p>Unlike traditional tools, DeepAnalyze is not limited to predefined processes, it can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>self-directed exploration<\/strong>Data sources that \"think\" like human data scientists.<\/li>\n\n\n\n<li><strong>flexible response<\/strong>Multiple data formats: CSV, Excel, JSON, database, Markdown, etc.<\/li>\n\n\n\n<li><strong>deep-rooted<\/strong>The story behind the data, delivering truly insightful analysis<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83c\udf1f After uploading multiple data files, DeepAnalyze automatically analyzes student enrollment patterns, institutional transfer networks, and generates in-depth research reports with specialized charts and graphs.<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-17.png\" alt=\"\" class=\"wp-image-2443\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u7684\u81ea\u4e3b\u6027\">3\ufe0f\u20e3 Autonomy without human intervention<\/h3>\n\n\n\n<p>DeepAnalyze's most powerful features are<strong>Autonomous scheduling and optimization<\/strong>Ability:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>it will first<strong>program<\/strong>Analyze the path<\/li>\n\n\n\n<li>after that<strong>proactive exploration<\/strong>digital<\/li>\n\n\n\n<li>in one's turn<strong>understandings<\/strong>data structure<\/li>\n\n\n\n<li>fulfillment<strong>Data preparation and analysis<\/strong><\/li>\n\n\n\n<li>eventual<strong>Generate professional reports<\/strong><\/li>\n<\/ul>\n\n\n\n<p>The whole process requires no pre-defined workflow and thinks like a human being, yet is more efficient and precise than a human being!<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-16.png\" alt=\"\" class=\"wp-image-2442\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-\u591a\u6570\u636e\u6e90\u652f\u6301\">4\ufe0f\u20e3 Multiple Data Source Support<\/h3>\n\n\n\n<p>DeepAnalyze can handle a wide range of data formats:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udcca <strong>Structured data<\/strong>: CSV, Excel, database<\/li>\n\n\n\n<li>\ud83d\udce6 <strong>semi-structured data<\/strong>: JSON, XML, YAML<\/li>\n\n\n\n<li>\ud83d\udcdd <strong>Unstructured data<\/strong>: TXT, Markdown<\/li>\n<\/ul>\n\n\n\n<p>No matter what format your data is in, DeepAnalyze can \"see\" it and analyze it in depth.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-18.png\" alt=\"\" class=\"wp-image-2444\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-\u5b8c\u5168\u5f00\u6e90\">5\ufe0f\u20e3 Full Open Source<\/h3>\n\n\n\n<p>DeepAnalyze's greatest strengths are<strong>Completely open source<\/strong>::<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Model Weights Open Source<\/li>\n\n\n\n<li>Code is completely open<\/li>\n\n\n\n<li>Training data is publicly available<\/li>\n\n\n\n<li>Deployment tutorials in detail<\/li>\n<\/ul>\n\n\n\n<p>You don't need to rely on any closed source APIs to have your own data science assistant!<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-19.png\" alt=\"\" class=\"wp-image-2445\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deepanalyze\u5982\u4f55\u5de5\u4f5c-\u6280\u672f\u89e3\u6790\">How does DeepAnalyze work? Technical Analysis<\/h2>\n\n\n\n<p>The innovation of DeepAnalyze is its<strong>Curriculum-based agent training<\/strong>(Curriculum-based Agentic Training) and<strong>Data-driven trajectory synthesis<\/strong>Technology:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u4e94\u79cd\u6838\u5fc3\u4ea4\u4e92\u52a8\u4f5c\">\ud83e\udde0 Five core interaction actions<\/h3>\n\n\n\n<p>DeepAnalyze operates autonomously through five special action tags:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\u27e8Analyze\u27e9<\/code>: Analysis and planning<\/li>\n\n\n\n<li><code>\u27e8Understand\u27e9<\/code>: Understanding Data Structures<\/li>\n\n\n\n<li><code>Code\u27e8Code\u27e9<\/code>: Generate data analysis code<\/li>\n\n\n\n<li><code>\u27e8Execute\u27e9<\/code>: Execute the code and get the result<\/li>\n\n\n\n<li><code>\u27e8Answer\u27e9<\/code>: Generate final report<\/li>\n<\/ul>\n\n\n\n<p>These actions allow DeepAnalyze to act like a human being<strong>Think-Act-Feedback<\/strong>, continuously optimizing the analysis process.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-22.png\" alt=\"\" class=\"wp-image-2448\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u8bfe\u7a0b\u5f0f\u8bad\u7ec3\u65b9\u6cd5\">\ud83d\udcda Course-based training methods<\/h3>\n\n\n\n<p>DeepAnalyze employs a \"simple to complex\" training strategy:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Single-capability fine-tuning<\/strong>: Acquire basic competencies first (e.g., data comprehension, code generation)<\/li>\n\n\n\n<li><strong>Multi-competency agent training<\/strong>: Learning to combine multiple competencies to solve complex problems<\/li>\n\n\n\n<li><strong>Enhanced Learning Optimization<\/strong>: Continuous improvement of decision-making in real environments<\/li>\n<\/ol>\n\n\n\n<p>This training method solves the problem of \"reward sparsity\" of traditional LLM in complex data tasks, and allows the model to truly learn to \"think like a data scientist\".<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-21.png\" alt=\"\" class=\"wp-image-2447\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5982\u4f55\u90e8\u7f72deepanalyze-\u624b\u628a\u624b\u6559\u7a0b\">How to Deploy DeepAnalyze: A Hands-On Tutorial<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u51c6\u5907\u5de5\u4f5c\">\ud83d\udce6 Preparations<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Cloning Codebase<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">git clone https:\/\/github.com\/ruc-datalab\/DeepAnalyze.git\ncd DeepAnalyze<\/code><\/pre><\/div>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Creating a Virtual Environment<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">conda create -n deepanalyze python=3.12 -y\nconda activate deepanalyze<\/code><\/pre><\/div>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Installation of dependencies<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">pip install -r requirements.txt\n# training dependencies\n(cd . \/deepanalyze\/ms-swift\/ &amp;&amp; pip install -e .)\n(cd . \/deepanalyze\/SkyRL\/ &amp;&amp; pip install -e .)<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u90e8\u7f72\u6a21\u578b\">\ud83d\ude80 Deployment model<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Download model<\/strong>::<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepAnalyze-8B is available for direct download.<\/li>\n\n\n\n<li>or fine-tuned based on DeepSeek-R1-0528-Qwen3-8B<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Starting services<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">cd demo\/chat\nnpm install\ncd .\nbash start.sh<\/code><\/pre><\/div>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>access interface<\/strong>::<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Open your browser to access <code><a href=\"http:\/\/localhost:4000\">http:\/\/localhost:4000<\/a><\/code><\/li>\n\n\n\n<li>Upload data files and enter analysis instructions<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-api\u8c03\u7528\u65b9\u5f0f\">\ud83c\udf10 API Call Methods<\/h3>\n\n\n\n<p>You can also integrate it into your own system via API:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">python demo\/backend.py<\/code><\/pre><\/div>\n\n\n\n<p>Then use curl to test the API:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">curl -X POST http:\/\/localhost:8200\/chat\/completions \\\n-H \"Content-Type: application\/json\" \\\n-d '{\"messages\": [{\"role\": \"user\", \"content\": \"Generate a data science report.\"}], \"workspace\": \"example\/student_loan\/\"}'<\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4e09\u6b65\u751f\u6210\u4e13\u4e1a\u62a5\u544a\">Generate professional reports in three steps<\/h2>\n\n\n\n<p>Let's look at a real-life usage scenario:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Prepare data<\/strong>: Place the data files to be analyzed in the working directory (e.g.<code>example\/student_loan\/<\/code>)<\/li>\n\n\n\n<li><strong>Submission of mandates<\/strong>::<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">from deepanalyze import DeepAnalyzeVLLM\n\nprompt = \"\"\"# Instruction\nGenerate a data science report.\n\n# Data\nFile 1: {\"name\": \"bool.xlsx\", \"size\": \"4.8KB\"}\nFile 2: {\"name\": \"person.csv\", \"size\": \"10.6KB\"}\n... (more file descriptions)\"\"\"\"\n\nworkspace = \"\/path\/to\/your\/workspace\"\ndeepanalyze = DeepAnalyzeVLLM(\"path\/to\/DeepAnalyze-8B\/\")\nanswer = deepanalyze.generate(prompt, workspace=workspace)<\/code><\/pre><\/div>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Getting results<\/strong>::<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>You'll get a copy that includes<strong>Professional charts, statistical analysis and business advice<\/strong>full report of the Committee on the Elimination of Discrimination against Women<\/li>\n\n\n\n<li>Supports export to PDF format for direct use in reporting<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/report-scaled.png\" alt=\"\" class=\"wp-image-2450\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4e3a\u4ec0\u4e48\u9009\u62e9deepanalyze\">Why choose DeepAnalyze?<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>characterization<\/th><th>Deep Analyze<\/th><th>Traditional tools<\/th><th>Closed Source API<\/th><\/tr><\/thead><tbody><tr><td><strong>autonomy<\/strong><\/td><td>\u2705 Autonomous programming of the entire process<\/td><td>\u274c Manual guidance required<\/td><td>\u26a0\ufe0f Limited Autonomy<\/td><\/tr><tr><td><strong>Data format support<\/strong><\/td><td>\u2705 Multiple formats<\/td><td>\u26a0\ufe0f Limited Support<\/td><td>\u2705 Support<\/td><\/tr><tr><td><strong>expand one's financial resources<\/strong><\/td><td>\u2705 Completely open source<\/td><td>\u2705<\/td><td>\u274c<\/td><\/tr><tr><td><strong>(manufacturing, production etc) costs<\/strong><\/td><td>\u2705 One-time deployment<\/td><td>\u2705<\/td><td>\u274c High user fees<\/td><\/tr><tr><td><strong>customizability<\/strong><\/td><td>\u2705 Fully customizable<\/td><td>\u26a0\ufe0f Limited<\/td><td>\u274c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u62e5\u62b1\u81ea\u4e3b\u6570\u636e\u79d1\u5b66\u65b0\u65f6\u4ee3\">Embracing the New Era of Autonomous Data Science<\/h2>\n\n\n\n<p>DeepAnalyze represents a new direction in data science - the<strong>From workflow-driven to AI autonomy-driven<\/strong>. It's not just a tool, it's your<strong>24-hour online data science team<\/strong>, able to understand your business needs and take ownership of complex data analysis tasks.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83c\udf1f <strong>immediate action<\/strong>: Access <a href=\"https:\/\/github.com\/ruc-datalab\/DeepAnalyze\">GitHub repository<\/a> Get the full code and tutorials and start your journey to autonomous data analysis today!<\/p>\n<\/blockquote>\n\n\n\n<table style=\"width: 100%;border-collapse: collapse;border: 1px solid #ddd\">\n<thead>\n<tr style=\"height: 48px;background-color: #f5f5f5\">\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">For more products, please check out<\/h4>\n<\/th>\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">See more at<\/h4>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"height: 63px\">\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/\" data-linktype=\"2\">ShirtAI - Penetrating Intelligence<\/a><\/td>\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/archives\/4425\/\" data-linktype=\"2\">The AIGC Big Model: ushering in an era of dual revolution in engineering and science - Penetrating Intelligence<\/a><\/td>\n<\/tr>\n<tr style=\"height: 61px\">\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/\" data-linktype=\"2\">1:1 Restoration of Claude and GPT Official Website - AI Cloud Native<\/a><\/td>\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bluelsqkj.com\/archives\/2876\" data-linktype=\"2\">Live Match App Global HD Sports Viewing Player (Recommended) - BlueShirt.com<\/a><\/td>\n<\/tr>\n<tr style=\"height: 54px\">\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/api.mygptmeta.com\/\" data-linktype=\"2\">Transit service based on official API - GPTMeta API<\/a><\/td>\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.zhihu.com\/question\/621055223\/answer\/3633615705\" data-linktype=\"2\">Help, can anyone of you provide some tips on how to ask questions on GPT? - Knowing<\/a><\/td>\n<\/tr>\n<tr style=\"height: 70px\">\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/shop.blueshirtmap.com\/\" data-linktype=\"2\">Global Virtual Goods Digital Store - Global SmarTone (Feng Ling Ge)<\/a><\/td>\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bilibili.com\/video\/BV1efpneYE54\/?spm_id_from=333.1387.homepage.video_card.click\" data-linktype=\"2\">How powerful is Claude airtfacts feature that GPT instantly doesn't smell good? 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