教程中心

AI Agent 从入门到实战:概念理解、MCP 使用、平台实操、工作流自动化

1252

教程总数

234

入门教程

42

实操教程

高级其他

Stable Diffusion + ComfyUI for E-commerce Product Photography

Replace expensive photo shoots with AI-generated product backgrounds and lifestyle shots

Complete tutorial for e-commerce sellers using ComfyUI workflows with Stable Diffusion to create professional product photography, covering background replacement, lifestyle scene generation, and batch processing.

stable-diffusioncomfyui
15分钟
进阶其他

Building Custom GPTs for Business: 20 Practical Use Cases With Step-by-Step Instructions

From customer support bots to internal knowledge bases — how to build GPTs your team actually uses

Comprehensive guide to building and deploying custom GPTs for business with 20 detailed use cases including HR Q&A, product catalog assistant, meeting summarizer, and sales objection handler.

chatgptcustom-gpts
16分钟
进阶其他

GitHub Copilot Enterprise: The Complete Developer Productivity Guide for 2025

Engineering teams share real productivity gains and workflows after one year of Copilot Enterprise

Comprehensive guide to GitHub Copilot Enterprise — workspace context, custom fine-tuning, security scanning, PR summaries, and measuring actual productivity impact with benchmarks from real engineering teams.

github-copilotdeveloper-productivity
14分钟
进阶其他

AI Clinical Documentation: How Ambient AI is Eliminating the EHR Burden on Physicians

Physicians share how ambient AI note-taking gave them back 2 hours of their day

Guide to AI clinical documentation tools including Nuance DAX, Abridge, Ambience Healthcare — ambient AI that listens to patient visits and auto-generates clinical notes, with privacy considerations and EHR integration.

clinical-documentationambient-ai
12分钟
进阶其他

Advanced Prompt Engineering 2025: Techniques That 10x LLM Output Quality

AI researchers and power users share the prompt techniques that consistently produce superior results

Advanced prompt engineering guide covering chain-of-thought reasoning, tree of thoughts, self-consistency, ReAct patterns, role specification, and systematic prompt optimization techniques for GPT-4, Claude, and Gemini.

prompt-engineeringchain-of-thought
15分钟
进阶其他

AI Precision Agriculture: How Drone Imaging and ML Models Are Transforming Crop Management

Farmers share how AI-powered crop monitoring reduced pesticide use by 40% while increasing yields

AI 精准农业指南(2026):无人机 NDVI 多光谱成像提前 1-2 周发现作物胁迫、点喷除草(最被验证的 ROI)、变量施肥处方图闭环。含 ML 任务对照表、真实经济账(先省投入后增产量)、落地障碍与最小起步路径。

precision-agriculturedrone-imaging
12分钟
进阶其他

AI and Algorithmic Trading for Retail Investors: What Works, What Doesn't

Experienced retail traders share honest results from using AI trading tools in 2025

AI 算法交易散户诚实指南(2026):AI 真正有效的四件事——研究加速、情绪批量分诊、规则化纪律执行、回测验证;预测价格/信号订阅/保本机器人为何不成立。附理性配置方案与付费产品红旗清单。非投资建议。

algorithmic-tradingai-investing
10分钟
高级其他

Adobe Firefly Generative Fill Mastery: Advanced Photoshop AI Techniques

15 professional workflows for photographers and retouchers using Firefly in Photoshop 2025

Advanced guide to Adobe Firefly Generative Fill and Generative Expand in Photoshop covering object removal, background extension, clothing visualization, and maintaining photorealistic results.

adobe-fireflyphotoshop
13分钟
入门其他

Descript AI: The Complete Podcast and Video Editing Workflow for Creators

Edit audio and video like a document — remove filler words, clone your voice, and auto-generate clips

Full tutorial on Descript's AI-powered editing suite for podcast producers and video creators — overdub voice cloning, filler word removal, highlight generation, and distribution automation.

descriptpodcast
13分钟
进阶其他

HeyGen AI Avatar Videos for Enterprise: Scaling Training and Marketing Content

How companies use HeyGen to produce multilingual video content without studios or talent fees

Enterprise guide to HeyGen AI avatar technology for corporate training, sales enablement, and marketing localization in 40+ languages with lip-sync and LMS integration.

heygenai-avatar
12分钟
入门其他

CapCut AI Features Deep Dive: Auto-Captions, AI Clone, and Script-to-Video

How top TikTok and YouTube Shorts creators use CapCut AI to 10x their video output

Detailed tutorial on CapCut's AI-powered features for short-form video creators — AI avatar cloning, auto-caption generation, AI B-roll generation, and multi-platform optimization.

capcuttiktok
11分钟
进阶其他

Perplexity AI Pro Research Workflow: How Researchers and Analysts Use It in 2025

Move beyond basic search — advanced Perplexity techniques for deep research and fact verification

Advanced research workflow using Perplexity AI Pro — Deep Research mode, source evaluation, academic paper discovery, competitor analysis, and comparing Perplexity vs. ChatGPT for different tasks.

perplexity-airesearch
10分钟
进阶其他

Notion AI Knowledge Management: Building a Company Wiki That Actually Gets Used

How teams use Notion AI to create, maintain, and query organizational knowledge at scale

Guide to building an AI-powered company knowledge base with Notion — AI-assisted page creation, Q&A from docs, automated summaries, and integration with Slack and other tools.

notion-aiknowledge-management
11分钟
进阶其他

Claude 3.7 Long Context Analysis: Processing 200K Token Documents for Business Intelligence

How analysts use Claude to extract insights from legal contracts, financial reports, and research papers

Practical guide to leveraging Claude's 200K context window for business document analysis — uploading large PDFs, comparing documents, extracting structured data, and building reusable prompt templates.

claudedocument-analysis
12分钟
进阶其他

Building AI Predictive Customer Churn Models for SaaS Without a Data Science Team

Product managers and founders use no-code AI tools to predict and prevent churn

Practical guide for SaaS founders to implement customer churn prediction using AI — identifying churn signals, using AutoML tools, CRM integration for automated interventions, and measuring model performance.

predictive-analyticschurn-prediction
13分钟
入门其他

Google Looker Studio + Gemini AI: Free AI-Powered Reporting for Small Businesses

How Google's free business intelligence tool with Gemini AI competes with paid alternatives

Tutorial for small businesses using Google Looker Studio with Gemini AI — connecting GA4, Google Ads, Search Console data, AI-generated insights, and creating shareable client reports.

looker-studiogoogle-gemini
10分钟
进阶其他

Microsoft Power BI Copilot: Natural Language Dashboards for Non-Technical Business Users

How finance, sales, and operations teams build executive dashboards without SQL knowledge

Guide to Microsoft Power BI Copilot for business intelligence — natural language DAX generation, auto-creating dashboards, AI narrative summaries, and anomaly detection for business users.

power-bimicrosoft-copilot
12分钟
入门其他

ChatGPT Advanced Data Analysis: From Excel Chaos to Python Automation in One Hour

Business analysts share how they replaced manual reporting with AI-generated Python scripts

Practical tutorial for business analysts using ChatGPT Advanced Data Analysis — uploading Excel files for instant cleaning, generating visualizations, writing pandas code, and automating recurring reports.

chatgptdata-analysis
14分钟
高级其他

AI-Powered Code Review and Security Scanning: Building Secure DevSecOps Pipelines

How security-focused engineering teams use AI to catch vulnerabilities before they reach production

Guide to integrating AI security scanning into CI/CD pipelines — CodeQL, Snyk AI, Semgrep, GitHub Advanced Security, and building automated security workflows that developers actually follow.

devsecopscode-security
15分钟
高级其他

LLM Fine-Tuning in 2025: When to Fine-Tune vs. RAG vs. Prompting (With Cost Analysis)

Senior AI engineers explain the decision framework for choosing between fine-tuning, RAG, and prompt engineering

Decision framework and technical guide for LLM customization — comparing fine-tuning vs. RAG vs. prompting for different use cases, with real cost analysis and step-by-step fine-tuning with OpenAI and LoRA.

fine-tuningllm
16分钟
高级其他

Building Production RAG Systems with LangChain: From Prototype to 99.9% Uptime

Engineering teams share battle-tested patterns for reliable retrieval-augmented generation in production

Comprehensive guide to building production-grade RAG systems using LangChain — vector store selection, chunking strategies, retrieval optimization, evaluation frameworks, and monitoring in production.

langchainrag
18分钟
高级其他

Vector Database Showdown 2025: Pinecone vs. Weaviate vs. Qdrant vs. pgvector

Benchmark results and use case analysis for choosing the right vector database for your AI application

Comprehensive comparison of vector databases for AI applications — performance benchmarks, query speed, scalability, cost analysis, and recommendations by use case for RAG, semantic search, and recommendation systems.

vector-databasepinecone
12分钟
高级其他

Testing and Evaluating LLM Applications: Beyond "It Seems to Work"

Software engineers share the testing frameworks and evaluation strategies that caught 90% of LLM regressions

Comprehensive guide to testing AI/LLM applications — evaluation datasets, LLM-as-judge, regression testing, red teaming, load testing, and continuous monitoring in production.

llm-testingai-evaluation
14分钟
高级其他

OpenAI Assistants API in Production: Building Reliable AI Features for SaaS Applications

Engineering guide to running Assistants API at scale — thread management, tool use, file handling, and cost optimization

Production guide for OpenAI Assistants API — thread lifecycle management, function calling, file search, code interpreter integration, streaming responses, and cost optimization strategies for SaaS products.

openaiassistants-api
15分钟
进阶其他

n8n AI Workflow Automation: Building Self-Hosted AI Pipelines That Replace $500/mo SaaS Tools

How companies save thousands monthly by building custom AI automations with open-source n8n

Comprehensive guide to n8n for AI workflow automation — self-hosted setup, OpenAI/Claude integrations, building customer support bots, document processing pipelines, and comparing costs with Zapier and Make.

n8nworkflow-automation
13分钟
进阶其他

Google NotebookLM for Academic Research: From Literature Review to Paper Writing

Researchers and PhD students share how NotebookLM transformed their research process

Complete guide to Google NotebookLM for academic research — uploading papers, cross-document analysis, audio overviews, gap identification, and ethical guidelines for research integrity.

notebooklmacademic-research
11分钟
进阶其他

Designing AI Training Programs for Corporate Teams: From Awareness to AI-Native Workflows

L&D professionals share the training structures that actually changed how employees use AI

Guide for L&D professionals designing corporate AI training programs — needs assessment, curriculum design for different roles, hands-on learning approach, measuring adoption, and sustaining behavior change.

corporate-trainingai-education
12分钟
入门其他

AI Study Techniques for University Students: From Note-Taking to Exam Prep

Students share the AI workflows that helped them boost grades without working harder

Practical guide for university students using AI tools — NotebookLM for lecture notes, AI flashcard generation, personalized exam preparation, research paper writing ethics, and building sustainable AI study habits.

ai-studyuniversity
11分钟
高级其他

AI Fraud Detection in Banking and Fintech: How Real-Time ML Models Stop Financial Crime

Inside the AI systems that prevented $50 billion in fraud losses in 2024

Technical and business guide to AI fraud detection including real-time transaction scoring, graph neural networks, synthetic data for model training, regulatory considerations, and implementation patterns for fintech.

fraud-detectionfintech
16分钟
高级其他

AI-Powered Financial Modeling: How CFOs Are Using AI to Build Better Models Faster

Finance professionals share AI workflows that cut model build time from weeks to days

Guide for finance professionals using AI for financial modeling with Excel Copilot, Python automation, scenario analysis, and real-time model explanation for stakeholders.

financial-modelingexcel
14分钟
高级其他

AI Drug Discovery in 2025: How Pharmaceutical Companies Cut Development Time from 12 to 4 Years

Inside the AI-powered drug development pipelines at major pharmaceutical companies

Technical overview of AI applications in pharmaceutical drug discovery — protein structure prediction, molecular generation, clinical trial optimization, and real examples from companies that accelerated drug development with AI.

drug-discoverypharma
14分钟
高级其他

AI in Medical Imaging: How Radiologists Use AI to Read More Scans with Higher Accuracy

Radiologists share how AI tools changed their daily clinical workflow and detection rates

Clinical guide to AI medical imaging tools in radiology — chest X-ray AI, CT scan analysis, mammography screening, FDA-cleared tools comparison, integration with PACS systems, and measuring accuracy improvements.

medical-imagingradiology
13分钟
高级其他

AI Supply Chain Optimization: From Demand Forecasting to Autonomous Procurement

Supply chain executives share how AI reduced stockouts by 60% and carrying costs by 25%

Comprehensive guide to AI supply chain tools — demand forecasting with ML, supplier risk monitoring, autonomous procurement, dynamic pricing, and resilience planning with real case studies from manufacturing and retail.

supply-chaindemand-forecasting
14分钟
进阶其他

AI Real Estate Valuation and Property Analysis: How Investors and Agents Use ML for Better Decisions

Real estate professionals share how AI property analysis tools changed their investment strategy

Guide to AI real estate tools for property valuation, market analysis, rental yield prediction, and investment screening — covering Zillow Zestimate AI, HouseCanary, CoreLogic, and building custom models.

real-estateproperty-valuation
13分钟
进阶其他

AI for Climate Change: How Machine Learning Is Accelerating Environmental Science

Climate scientists share how AI tools are enabling discoveries that were impossible five years ago

Overview of AI applications in climate science — climate modeling acceleration, satellite deforestation monitoring, methane leak detection, species tracking, and AI-powered climate policy analysis tools.

climate-aienvironmental-science
12分钟
高级其他

AI Food Safety and Quality Control: How Computer Vision Catches Contamination at 1000 Units Per Minute

Food manufacturers share how AI inspection systems replaced manual QC with better accuracy

Guide to AI-powered food safety and quality control systems using computer vision for contamination detection, foreign object detection, packaging integrity, and predictive maintenance in food manufacturing.

food-safetycomputer-vision
12分钟
进阶其他

AI Fashion and Retail Personalization: How Stitch Fix, ASOS, and Brands Use AI to Know What You Want Before You Do

The AI technologies behind personalized fashion recommendations that drive 35% of e-commerce revenue

Deep dive into AI personalization in fashion retail — collaborative filtering, visual search, size recommendation AI, virtual try-on technology, and trend forecasting models used by leading fashion brands.

fashion-airetail-personalization
13分钟
进阶其他

AI Sports Analytics: How Professional Teams Use Machine Learning for Competitive Advantage

Sports scientists and coaches from NFL, NBA, and soccer reveal their AI analytics stack

Guide to AI sports analytics tools for performance optimization — player tracking data, injury prediction, game strategy AI, draft analysis, and AI coaching tools available for amateur and professional teams.

sports-analyticsperformance-coaching
13分钟
进阶其他

AI Music Production in 2025: From Hook to Master in Ableton and Logic with AI Tools

Professional producers share how AI tools expanded their creative range without replacing their artistry

Professional guide to AI music production tools — stem separation, AI mixing assistants, melody and chord generation, AI mastering services, and integrating AI in Ableton Live and Logic Pro workflows.

music-productionableton
13分钟
进阶其他

AI Game Development in 2025: Using AI Tools in Unity and Unreal Engine to Build Games Faster

Indie developers share how AI cut their game development time in half without sacrificing quality

Guide to AI tools for game development in Unity and Unreal Engine — AI asset generation, NPC behavior, procedural content generation, AI-assisted coding, and real indie developer case studies.

game-developmentunity
14分钟
高级其他

AI Threat Hunting in 2025: How Security Operations Teams Use ML to Find Threats Before They Strike

Threat hunters at Fortune 500 companies share the AI tools and techniques that stopped major breaches

Advanced guide to AI-powered cybersecurity threat hunting — UEBA anomaly detection, AI-assisted malware analysis, LLM-powered SIEM queries, deception technology, and building an AI SOC workflow.

threat-huntingcybersecurity
15分钟
进阶其他

AI in Government: How Cities and Federal Agencies Are Using AI to Serve Citizens Better

Case studies from Singapore, Estonia, and US federal agencies deploying AI in public services

Overview of AI applications in government and public services — chatbots for citizen services, AI permit processing, fraud detection in benefits programs, and international case studies from digital government leaders.

government-aipublic-services
12分钟
高级其他

AI Legal Research in 2025: How Attorneys Use Westlaw AI and LexisNexis+ AI to Win Cases

Partners and associates at Am Law 100 firms share how AI transformed their research workflow

Guide to AI legal research tools including Westlaw AI and LexisNexis+ AI — case research acceleration, brief drafting assistance, contract review AI, and the ethical considerations for attorney use of AI.

legal-researchwestlaw
13分钟