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    <section class="hero">
        <h1>AI Middleware</h1>
        <p>Discover the various types of AI middleware that power modern intelligent systems.</p>
    </section>

    
        <section class="section">
            <h2 class="section-title">常见AI中间件类型</h2>
            <div class="middleware-types">
                <div class="middleware-type">
                    <h3>数据处理中间件</h3>
                    <p>用于数据清洗、转换、集成和存储的中间件，如Apache Kafka、Apache Spark。</p>
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                <div class="middleware-type">
                    <h3>机器学习平台</h3>
                    <p>提供模型训练、部署和管理功能的平台，如TensorFlow Serving、MLflow。</p>
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                <div class="middleware-type">
                    <h3>API管理中间件</h3>
                    <p>用于管理和监控AI服务API的中间件，如Apigee、Kong。</p>
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                <div class="middleware-type">
                    <h3>自然语言处理中间件</h3>
                    <p>提供文本分析、语言理解等功能的中间件，如NLTK、SpaCy。</p>
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                <div class="middleware-type">
                    <h3>计算机视觉中间件</h3>
                    <p>用于图像和视频处理的中间件，如OpenCV、Dlib。</p>
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                <div class="middleware-type">
                    <h3>推荐系统中间件</h3>
                    <p>用于构建个性化推荐功能的中间件，如Apache Mahout、LightFM。</p>
                </div>
                <div class="middleware-type">
                    <h3>知识图谱中间件</h3>
                    <p>用于构建和查询知识图谱的中间件，如Neo4j、Apache Jena。</p>
                </div>
                <div class="middleware-type">
                    <h3>AI安全中间件</h3>
                    <p>用于保护AI系统和数据的中间件，如IBM AI Fairness 360、Microsoft SEAL。</p>
                </div>
                <div class="middleware-type">
                    <h3>向量数据库中间件</h3>
                    <p>用于存储和检索高维向量数据的中间件，如Milvus、Faiss、Pinecone。</p>
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