AI概念库

为医疗和外贸专业人员提供的全面AI术语词汇表。 在采用技术之前先理解概念。

Core Concepts21

通用
人工智能
Artificial Intelligence (AI)
The simulation of human intelligence processes by computer systems, including learning, reasoning, and self-correction.
通用
机器学习
Machine Learning (ML)
A subset of AI that enables systems to learn and improve from experience without being explicitly programmed, using statistical methods.
通用
深度学习
Deep Learning
A subset of machine learning based on artificial neural networks with multiple layers, capable of learning complex patterns from large datasets.
通用
神经网络
Neural Network
A computing system inspired by biological neural networks, consisting of interconnected nodes that process information in layers.
通用
Transformer架构
Transformer
A deep learning architecture introduced in 2017 that uses self-attention mechanisms, forming the foundation of modern LLMs like GPT.
通用
大语言模型
Large Language Model (LLM)
A type of AI model trained on vast text datasets to understand, generate, and reason with human language. Examples include GPT-4, Claude, and LLaMA.
通用
生成式AI
Generative AI
AI systems capable of creating new content (text, images, audio, code) by learning patterns from training data, rather than just classifying or predicting.
通用
提示工程
Prompt Engineering
The practice of designing and optimizing input prompts to elicit desired outputs from language models effectively and consistently.
通用
自然语言处理
Natural Language Processing (NLP)
A branch of AI focused on enabling computers to understand, interpret, and generate human language in a valuable way.
通用
计算机视觉
Computer Vision
A field of AI that trains computers to interpret and understand visual information from the world, including images and videos.
通用
监督学习
Supervised Learning
A machine learning approach where models are trained on labeled datasets, learning to map inputs to known outputs.
通用
无监督学习
Unsupervised Learning
A machine learning approach where models identify patterns and structures in unlabeled data without predefined output categories.
通用
强化学习
Reinforcement Learning (RL)
A machine learning paradigm where an agent learns to make decisions by performing actions and receiving rewards or penalties.
通用
微调
Fine-tuning
The process of adapting a pre-trained model to a specific task or domain by training it further on a smaller, targeted dataset.
通用
检索增强生成
Retrieval-Augmented Generation (RAG)
A technique that enhances LLM outputs by retrieving relevant information from external knowledge bases before generating responses.
通用
嵌入向量
Embedding
A numerical representation of data (text, images, etc.) in a high-dimensional vector space, enabling semantic similarity comparisons and retrieval.
通用
向量数据库
Vector Database
A database optimized for storing and querying high-dimensional vectors, essential for semantic search and RAG applications.
通用
幻觉（AI）
Hallucination
A phenomenon where AI models generate plausible-sounding but factually incorrect or nonsensical information, particularly common in LLMs.
通用
应用程序接口
Application Programming Interface (API)
A set of protocols and tools that allows different software applications to communicate and exchange data with each other.
通用
软件开发工具包
Software Development Kit (SDK)
A collection of software development tools in one installable package, used to develop applications for a specific platform or framework.
通用
函数调用
Function Calling
A key capability of LLMs that enables them to intelligently call external tools, APIs, and functions based on user needs, rather than just generating text responses.

Healthcare AI Applications5

医疗
放射科AI
Radiology AI
AI systems designed to analyze medical images (X-rays, CT, MRI) to assist radiologists in detecting abnormalities and making diagnoses.
医疗
诊断AI
Diagnostic AI
AI systems that analyze patient data and symptoms to assist healthcare providers in identifying diseases and conditions.
医疗
精准医疗
Precision Medicine
An approach to disease treatment and prevention that considers individual variability in genes, environment, and lifestyle for each person.
医疗
AI药物研发
AI Drug Discovery
The use of AI to accelerate the identification and optimization of potential drug compounds, predict drug-target interactions, and optimize clinical trials.
医疗
医学影像AI
Medical Imaging AI
The application of AI to assist in analyzing medical images, helping doctors detect abnormalities and make diagnoses more accurately and quickly.

Healthcare Compliance5

医疗
健康保险流通与责任法案
HIPAA
The Health Insurance Portability and Accountability Act of 1996, US legislation providing data privacy and security provisions for safeguarding medical information.
医疗
受保护的健康信息
Protected Health Information (PHI)
Any information in a medical record that can be used to identify an individual and that was created, used, or disclosed in the course of providing healthcare services.
医疗
健康数据隐私
Health Data Privacy
The protection of personal health information from unauthorized access, use, or disclosure, governed by regulations like HIPAA and GDPR.
医疗
FDA批准
FDA Approval
The process by which the U.S. Food and Drug Administration reviews and approves medical devices, drugs, and software as safe and effective for use.
医疗
医疗器械
Medical Device
Any instrument, apparatus, implement, machine, contrivance, or related article intended for use in the diagnosis, cure, mitigation, treatment, or prevention of disease.

Healthcare Delivery5

医疗
远程医疗
Telemedicine
The remote delivery of healthcare services using telecommunications technology, enabling virtual consultations and remote patient monitoring.
医疗
远程患者监护
Remote Patient Monitoring (RPM)
Technology to monitor patients outside of conventional clinical settings, such as in the home, using digital devices to collect and transmit health data.
医疗
可穿戴健康设备
Wearable Health Devices
Electronic devices worn on the body that collect health and fitness data, such as smartwatches, fitness trackers, and continuous glucose monitors.
医疗
数字健康
Digital Health
The convergence of digital technologies with health, healthcare, living, and society to enhance the efficiency of healthcare delivery.
医疗
数字疗法
Digital Therapeutics (DTx)
Evidence-based therapeutic interventions driven by high-quality software programs to prevent, manage, or treat medical disorders or diseases.

Healthcare Systems6

医疗
电子健康档案
Electronic Health Record (EHR)
A digital version of a patient's paper chart, containing medical history, diagnoses, medications, treatment plans, and test results.
医疗
临床决策支持
Clinical Decision Support (CDS)
Health IT systems that analyze data to help healthcare providers make clinical decisions, including alerts, reminders, and diagnostic suggestions.
医疗
医学影像
Medical Imaging
The technique and process of creating visual representations of the interior of a body for clinical analysis and medical intervention.
医疗
临床试验
Clinical Trials
Research studies performed on human participants to evaluate the safety and efficacy of medical, surgical, or behavioral interventions.
医疗
快速医疗互操作资源
FHIR (Fast Healthcare Interoperability Resources)
A standard for exchanging healthcare information electronically, developed by HL7 to facilitate interoperability between healthcare systems.
医疗
互操作性
Interoperability
The ability of different information systems, devices, and applications to access, exchange, integrate, and cooperatively use data in a coordinated way.

Trade AI Applications8

外贸
供应链优化
Supply Chain Optimization
The application of algorithms and AI to improve supply chain performance by reducing costs, improving efficiency, and increasing responsiveness.
外贸
需求预测
Demand Forecasting
The process of using historical data and AI models to predict future customer demand for products, enabling better inventory and production planning.
外贸
预测分析
Predictive Analytics
The use of data, statistical algorithms, and machine learning to identify the likelihood of future outcomes based on historical data.
外贸
客户细分
Customer Segmentation
The practice of dividing a customer base into groups of individuals with similar characteristics, using AI to identify behavioral and demographic patterns.
外贸
营销自动化
Marketing Automation
Software platforms and technologies designed for marketing departments to more effectively market on multiple channels and automate repetitive tasks using AI.
外贸
销售自动化
Sales Automation
The use of software and AI to automate repetitive, manual sales tasks, including lead scoring, outreach, and pipeline management.
外贸
线索评分
Lead Scoring
A methodology used to rank prospects against a scale that represents the perceived value each lead represents to the organization, often using AI predictive models.
外贸
智能客服与多语言支持
Customer Service AI
AI-powered customer service solutions that enable multilingual, 24/7, intelligent customer support for international trade businesses.

Trade Compliance3

外贸
制裁筛查
Sanctions Screening
The process of checking trade partners and transactions against government sanctions lists to ensure compliance with international regulations.
外贸
反洗钱
Anti-Money Laundering (AML)
Regulations and procedures designed to prevent criminals from disguising illegally obtained funds as legitimate income in international trade.
外贸
了解你的客户
Know Your Customer (KYC)
The process of verifying the identity of clients and assessing potential risks of illegal intentions in business relationships, especially in financial and trade contexts.

Trade Operations6

外贸
供应链
Supply Chain
The network of organizations, people, activities, information, and resources involved in moving a product or service from supplier to customer.
外贸
库存管理
Inventory Management
The supervision of non-capitalized assets and stock items, using AI to optimize stock levels, reduce carrying costs, and prevent stockouts.
外贸
跨境电商
Cross-border E-commerce
Online trade between businesses and consumers across international borders, involving complex logistics, payments, and regulatory compliance.
外贸
清关
Customs Clearance
The process of passing goods through customs authorities to facilitate import/export, involving documentation, duties, and compliance verification.
外贸
关税
Tariffs
Taxes imposed by governments on imported or exported goods, affecting pricing strategies and supply chain decisions in international trade.
外贸
贸易合规
Trade Compliance
The process of ensuring that all aspects of international trade adhere to laws, regulations, and standards of involved countries and organizations.

Trade Technology4

外贸
大数据
Big Data
Extremely large datasets that require specialized tools and AI to analyze, revealing patterns, trends, and associations in trade and commerce.
外贸
商业智能
Business Intelligence (BI)
Technologies and strategies used by enterprises for data analysis and management of business information, including dashboards and reporting tools.
外贸
数据分析
Data Analytics
The science of analyzing raw data to make conclusions about information, using automated techniques and algorithms to reveal insights.
外贸
客户关系管理
Customer Relationship Management (CRM)
Technology for managing a company's relationships and interactions with current and potential customers, often enhanced with AI for personalization.

概念常见问题

什么是大语言模型（LLM）？

大语言模型（LLM）是一种在大量文本数据集上训练的人工智能模型，用于理解、生成和推理人类语言。代表性模型包括GPT-4、Claude、LLaMA等。

AI和机器学习有什么区别？

人工智能（AI）是创造智能机器的广泛领域。机器学习（ML）是AI的一个子集，使系统能够从数据中学习而无需明确编程。

什么是RAG（检索增强生成）？

检索增强生成（RAG）是一种通过在生成响应前从外部知识库检索相关信息来增强LLM输出的技术，可提高准确性并减少幻觉。

概念是如何组织的？

概念按行业（通用、医疗、外贸）和类别组织。每个概念包含英文名、中文名、定义和相关术语，便于交叉参考。