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

2024

教程总数

368

入门教程

45

实操教程

进阶其他

PromptFlow Azure Workflows: Tutorial and Best Practices

Build production AI with PromptFlow — Azure AI workflow orchestration

PromptFlow Azure Workflows What is PromptFlow? PromptFlow is a framework for Azure AI workflow orchestration. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: azure Installation ```bash

promptflowframework
15分钟
进阶其他

AI for Gift Recommendations

Personalized gift suggestion engine for any occasion

AI for Gift Recommendations Overview Personalized gift suggestion engine for any occasion. Implementation ```python from openai import OpenAI client = OpenAI() def run(query: str) -> str: r = client.chat.completions.create( model="gp

ai-applicationspecialized
10分钟
进阶其他

Zapier + OpenAI: How to Automate workflows with AI in Zapier (2026)

Complete integration guide for Zapier and OpenAI

Zapier + OpenAI Integration Guide 2026 Overview This guide shows you exactly how to automate workflows with AI in Zapier using Zapier and OpenAI. We cover setup, core integration, and production-ready patterns. Prerequisites - Zapier environment

zapieropenai
20分钟
进阶其他

AI Data Privacy Patterns

Privacy-preserving patterns for AI application development

AI Data Privacy Patterns Overview Privacy-preserving patterns for AI application development. A comprehensive reference guide for insights practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_ai_data_pri

insightsprivacy
10分钟
进阶其他

Streaming vs Polling for LLMs: Side-by-Side Comparison

API design comparison for real-time LLM responses — comparing UX patterns across fastapi and websockets

Streaming vs Polling for LLMs: Side-by-Side Comparison Overview API design comparison for real-time LLM responses — comparing UX patterns across fastapi and websockets. This comprehensive guide covers everything you need to know for production impl

comparisonfastapi
15分钟
进阶其他

AI-Powered API Documentation

Auto-generating API docs from code with LLMs — hands-on project tutorial

AI-Powered API Documentation What You'll Build Auto-generating API docs from code with LLMs. By the end of this tutorial, you'll have a fully working implementation you can extend for production use. **Time**: ~25 minutes **Difficulty**: Interme

tutorialhands-on
25分钟
进阶其他

Stability AI API: Developer Guide and Quick Start 2026

Learn Stability AI API: Stable Diffusion image generation

Stability AI API: Developer Guide 2026 What is Stability AI API? **Stability AI API** enables Stable Diffusion image generation. This guide covers everything you need to get started quickly. Why Use Stability AI API? - Solves the specific problem

stability-ai-apiapi-guide
10分钟
进阶其他

Node.js + LangChain.js: How to Build Node.js AI applications (2026)

Complete integration guide for Node.js and LangChain.js

Node.js + LangChain.js Integration Guide 2026 Overview This guide shows you exactly how to build Node.js AI applications using Node.js and LangChain.js. We cover setup, core integration, and production-ready patterns. Prerequisites - Node.js envi

node-jslangchain-js
20分钟
进阶其他

AI for API-First Companies

AI capabilities for developer-focused API products

AI for API-First Companies Overview AI capabilities for developer-focused API products Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class Handler:

businessapi-first
10分钟
进阶其他

GPT-4 Vision API Tutorial: Implementation Guide

Building image understanding applications with GPT-4 Vision

GPT-4 Vision API Tutorial Overview Building image understanding applications with GPT-4 Vision. This guide provides practical, production-ready implementations. **Category**: multimodal-ai **Primary Tool**: vision **Tags**: multimodal, vision,

multimodalvision
15分钟
进阶其他

AI for Cybersecurity Threat Hunting

Using AI to proactively hunt for threats in enterprise environments

AI for Threat Hunting AI enhances threat hunting by identifying anomalies in large log datasets. ```python from openai import OpenAI client = OpenAI() def analyze_log_anomaly(log_entry: str) -> dict: r = client.chat.completions.create(

cybersecuritythreat-hunting
18分钟
进阶其他

PDF Question Answering System

Q&A over PDF documents using LlamaIndex — hands-on project tutorial

PDF Question Answering System What You'll Build Q&A over PDF documents using LlamaIndex. By the end of this tutorial, you'll have a fully working implementation you can extend for production use. **Time**: ~25 minutes **Difficulty**: Intermediat

tutorialhands-on
25分钟
进阶其他

Image Captioning with AI: Implementation Guide

Generating descriptive captions for images with VLMs

Image Captioning with AI Overview Generating descriptive captions for images with VLMs. This guide provides practical, production-ready implementations. **Category**: multimodal-ai **Primary Tool**: openai **Tags**: multimodal, vision, caption

multimodalvision
15分钟
进阶其他

Phi-4 API Complete Guide 2026: Setup, Features & Best Practices

Everything you need to build production apps with Phi-4 by Microsoft

Phi-4 API Complete Guide 2026 Overview **Phi-4** by **Microsoft** is a leading AI model in 2026, renowned for its excellence in edge deployment and on-device AI. This guide covers everything from API setup to production deployment. Model Highlight

phi-4microsoft
18分钟
进阶其他

AI Route Optimization: AI in Logistics

Building ai route optimization using Graph AI — complete implementation for logistics sector

AI Route Optimization: AI in Logistics Business Problem The logistics sector faces unique challenges that AI can address: - Manual delivery efficiency is time-consuming and error-prone - Scale requirements exceed human capacity - Real-time decision

logisticsai-applications
18分钟
进阶其他

Question Generation AI: Complete Implementation

Automatically generating questions from text for education

Question Generation AI Overview Automatically generating questions from text for education. This guide provides practical, production-ready implementations. **Category**: nlp **Primary Tool**: openai **Tags**: nlp, qa-generation, text-processi

nlpqa-generation
12分钟
进阶其他

AI for Marketing Copy Generation

Automated marketing content creation across channels

AI Marketing Copy AI generates compelling marketing copy at scale across all channels. ```python from openai import OpenAI client = OpenAI() def generate_ad_copy(product: str, audience: str, channel: str) -> str: r = client.chat.completions.cr

marketingcopywriting
12分钟
进阶其他

Ollama Model Management: Tutorial and Best Practices

Build production AI with Ollama — local model lifecycle management

Ollama Model Management What is Ollama? Ollama is a framework for local model lifecycle management. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: local models Installation ```bash pi

ollamaframework
15分钟
进阶其他

Build an AI Data Extraction with GPT-4 + Pydantic: Step-by-Step Tutorial 2026

Create a production-ready structured data pipeline from scratch

Build an AI Data Extraction with GPT-4 + Pydantic Project Overview In this tutorial, you'll build a complete **structured data pipeline** using GPT-4 + Pydantic. By the end, you'll have a production-ready application you can deploy and customize.

ai-data-extractionproject-tutorial
30分钟
进阶其他

Perplexity API Web Search

Building web-grounded AI apps with Perplexity API

Perplexity API Web Search Overview Building web-grounded AI apps with Perplexity API. A comprehensive reference guide for model tutorials practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_perplexity_a

modelsperplexity
10分钟
进阶其他

AI Threat Detection System: AI in Cybersecurity

Building ai threat detection system using Anomaly AI — complete implementation for cybersecurity sector

AI Threat Detection System: AI in Cybersecurity Business Problem The cybersecurity sector faces unique challenges that AI can address: - Manual incident response is time-consuming and error-prone - Scale requirements exceed human capacity - Real-ti

cybersecurityai-applications
18分钟
进阶其他

AI Workflow Automation: Enterprise Implementation

Building intelligent business process automation with AI

AI Workflow Automation Overview Building intelligent business process automation with AI. This guide provides practical, production-ready implementations. **Category**: business-ai **Primary Tool**: openai **Tags**: business-ai, enterprise, wo

business-aienterprise
18分钟
进阶其他

Building Reliable AI Systems Best Practices: 2026 Developer Guide

Essential practices every AI developer should follow for building reliable ai systems

Building Reliable AI Systems Best Practices 2026 Introduction Following best practices for building reliable ai systems is the difference between fragile prototypes and production-grade AI systems. This guide covers the most important practices tha

best-practicesbuilding-reliable-ai-systems
15分钟
进阶其他

Dify Workflow Platform: Tutorial and Best Practices

Build production AI with Dify — open-source LLM workflow platform

Dify Workflow Platform What is Dify? Dify is a framework for open-source LLM workflow platform. It simplifies building AI applications by providing high-level abstractions over raw LLM APIs. **Best for**: platform Installation ```bash pip instal

difyframework
15分钟
进阶其他

Julia AI Development

High-performance AI computing with Julia

Julia AI Development Overview High-performance AI computing with Julia Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = OpenAI() class Handler: """Handles jul

programmingjulia
10分钟
进阶其他

Real-time AI Processing: 2025 Guide

Building AI systems that operate with millisecond latency

Real-time AI Processing: 2025 Guide Overview Building AI systems that operate with millisecond latency. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Real-time AI Processing: 2025 Guide

streamingtrends
12分钟
进阶其他

Slack + Claude API: How to Build a Slack AI bot (2026)

Complete integration guide for Slack and Claude API

Slack + Claude API Integration Guide 2026 Overview This guide shows you exactly how to build a Slack AI bot using Slack and Claude API. We cover setup, core integration, and production-ready patterns. Prerequisites - Slack environment set up - Cl

slackclaude-api
20分钟
进阶其他

Kotlin AI on Android: Complete Integration Guide

Building AI-powered Android applications

Kotlin AI on Android: Complete Integration Guide Overview Building AI-powered Android applications. This comprehensive guide covers everything you need to know for production implementation. Why It Matters Kotlin AI on Android: Complete Integrati

mobileintegration
18分钟
进阶其他

Qwen 3 72B API Complete Guide 2026: Setup, Features & Best Practices

Everything you need to build production apps with Qwen 3 72B by Alibaba

Qwen 3 72B API Complete Guide 2026 Overview **Qwen 3 72B** by **Alibaba** is a leading AI model in 2026, renowned for its excellence in multilingual tasks and open-source coding. This guide covers everything from API setup to production deployment.

qwen-3-72balibaba
18分钟
进阶其他

Nomic Embed Local

Running Nomic Embed locally for privacy-sensitive RAG

Nomic Embed Local Overview Running Nomic Embed locally for privacy-sensitive RAG. A comprehensive reference guide for model tutorials practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_nomic_embed_loca

modelsnomic
10分钟
进阶其他

Postgres MCP Server: Complete Setup and Usage Guide 2026

Query and manage databases with natural language - step-by-step guide to Postgres MCP Server

Postgres MCP Server: Complete Guide 2026 What is Postgres MCP Server? **Postgres MCP Server** is an MCP (Model Context Protocol) server that enables AI assistants to Query and manage databases with natural language. MCP is an open protocol that sta

mcpmodel-context-protocol
15分钟
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LangSmith LLM Observability: Complete Setup Guide

Debugging and monitoring LLM chains with LangSmith

LangSmith LLM Observability: Complete Setup Guide Overview Debugging and monitoring LLM chains with LangSmith Implementation ```python from openai import OpenAI from pydantic import BaseModel from typing import Optional import json client = Open

ai-toolslangsmith
10分钟
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Text Summarization Strategies: Complete Implementation

Extractive and abstractive summarization with transformers

Text Summarization Strategies Overview Extractive and abstractive summarization with transformers. This guide provides practical, production-ready implementations. **Category**: nlp **Primary Tool**: transformers **Tags**: nlp, summarization,

nlpsummarization
12分钟
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Vector Embeddings Explained: Complete Developer Guide 2026

Master Vector Embeddings Explained with practical examples and production patterns

Vector Embeddings Explained: Complete Developer Guide 2026 Overview Vector Embeddings Explained is one of the most important concepts in modern AI development. This guide provides a thorough understanding with practical, production-ready examples.

embeddingsvector search
25分钟
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Qdrant vs Pinecone vs Weaviate: Side-by-Side Comparison

Vector database comparison for production RAG — comparing performance and cost across qdrant and pinecone

Qdrant vs Pinecone vs Weaviate: Side-by-Side Comparison Overview Vector database comparison for production RAG — comparing performance and cost across qdrant and pinecone. This comprehensive guide covers everything you need to know for production i

comparisonqdrant
15分钟
进阶其他

Automated Email Classifier

Building an email classification system with LLMs — hands-on project tutorial

Automated Email Classifier What You'll Build Building an email classification system with LLMs. By the end of this tutorial, you'll have a fully working implementation you can extend for production use. **Time**: ~25 minutes **Difficulty**: Inte

tutorialhands-on
25分钟
进阶其他

Building in Public with AI

How to build and market AI products transparently

Building in Public with AI Overview How to build and market AI products transparently. A comprehensive reference guide for insights practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_building_in_public

insightsbuilding-in-public
10分钟
进阶其他

AI Agents in 2025 and Beyond: 2025 Guide

The evolution of autonomous AI agents and what comes next

AI Agents in 2025 and Beyond: 2025 Guide Overview The evolution of autonomous AI agents and what comes next. This comprehensive guide covers everything you need to know for production implementation. Why It Matters AI Agents in 2025 and Beyond: 2

futuretrends
12分钟
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AI Audit Logging: Security Guide

Comprehensive audit trails for AI system interactions

AI Audit Logging: Security Guide Overview Comprehensive audit trails for AI system interactions. This guide provides complete, production-ready implementation. Key Concepts Understanding ai audit logging: security guide requires: 1. **Core princ

securityai-safety
15分钟
进阶其他

Claude Vision Image Analysis: Implementation Guide

Analyzing images and documents with Claude 3 Vision

Claude Vision Image Analysis Overview Analyzing images and documents with Claude 3 Vision. This guide provides practical, production-ready implementations. **Category**: multimodal-ai **Primary Tool**: anthropic **Tags**: multimodal, vision, v

multimodalvision
15分钟
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Sentiment Analysis Pipeline: Complete Implementation

Real-time sentiment analysis for business intelligence

Sentiment Analysis Pipeline Overview Real-time sentiment analysis for business intelligence. This guide provides practical, production-ready implementations. **Category**: nlp **Primary Tool**: openai **Tags**: nlp, sentiment, text-processing

nlpsentiment
12分钟
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Directional Stimulus: Complete Guide and Examples

Master directional stimulus — guiding LLM with hints and cues — best for targeted outputs

Directional Stimulus: Complete Guide What is Directional Stimulus? Directional Stimulus is a prompting technique that involves guiding LLM with hints and cues. It is particularly effective for targeted outputs. When to Use Directional Stimulus Us

prompt-engineeringdirectional-stimulus
12分钟
进阶其他

AI Crop Disease Detection: AI in Agriculture

Building ai crop disease detection using Vision AI — complete implementation for agriculture sector

AI Crop Disease Detection: AI in Agriculture Business Problem The agriculture sector faces unique challenges that AI can address: - Manual yield optimization is time-consuming and error-prone - Scale requirements exceed human capacity - Real-time d

agricultureai-applications
18分钟
进阶其他

Azure OpenAI Service Setup: Production Guide

Enterprise AI deployment with Azure OpenAI Service

Azure OpenAI Service Setup Overview Enterprise AI deployment with Azure OpenAI Service. This guide provides practical, production-ready implementations. **Category**: cloud-ai **Primary Tool**: azure-openai **Tags**: cloud-ai, api, production,

cloud-aiapi
15分钟
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Medical Image AI Assistant: Implementation Guide

AI-powered medical image description and assistance

Medical Image AI Assistant Overview AI-powered medical image description and assistance. This guide provides practical, production-ready implementations. **Category**: multimodal-ai **Primary Tool**: openai **Tags**: multimodal, vision, medica

multimodalvision
15分钟
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MCP File System Server: Complete Guide

Building file system access with MCP protocol

MCP File System Server: Complete Guide Overview Building file system access with MCP protocol. This comprehensive guide covers everything you need to know for production implementation. Why It Matters MCP File System Server: Complete Guide is inc

mcptool-use
15分钟
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AI Career Transition Guide

Moving into AI engineering from software engineering

AI Career Transition Guide Overview Moving into AI engineering from software engineering. A comprehensive reference guide for learning career practitioners. Quick Reference ```python from openai import OpenAI client = OpenAI() def solve_ai_caree

learningcareer
12分钟
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Open Source vs Proprietary LLMs: Side-by-Side Comparison

TCO comparison: running your own vs API-based models — comparing total cost across ollama and openai

Open Source vs Proprietary LLMs: Side-by-Side Comparison Overview TCO comparison: running your own vs API-based models — comparing total cost across ollama and openai. This comprehensive guide covers everything you need to know for production imple

comparisonollama
15分钟
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