单选题 A company has built an image classification model to predict plant diseases from photos of plant leaves. The company wants to evaluate how many images the model classified correctly. Which evaluation metric should the company use to measure the model's performance? 一家公司构建了一个图像分类模型，通过植物照片来预测植物疾病。该公司想要评估模型正确分类了多少图像。应该使用哪种评估指标来衡量模型的性能？

单选题 A company is building a solution to generate images for protective eyewear. The solution must have high accuracy and must minimize the risk of incorrect annotations. Which solution will meet these requirements? 一家公司正在构建一个用于生成防护眼镜图像的解决方案。该方案必须具备高精度，并且必须最大限度地降低错误标注的风险。哪种解决方案能够满足这些要求？

单选题 A company uses Amazon SageMaker for its ML pipeline in a production environment. The company has large up to 1 GB and processing times up to 1 hour. The company needs near real-time latency. Which SageMaker inference option meets these requirements? 一家公司在生产环境中使用Amazon SageMaker构建机器学习流水线。该公司的输入数据大小最大可达1 GB，处理时间最长可达1小时，但需要接近实时的延迟。哪种SageMaker推理选项可以满足这些要求？

单选题 A company is using domain-specific models. The company wants to avoid creating new models from the company instead wants to adapt pre-trained models to create models for new, related tasks. Which ML strategy meets these requirements? 一家公司正在使用领域专用模型。该公司希望避免从头开始创建新模型，而是想要通过适配预训练模型来为新的相关任务创建模型。哪种机器学习策略符合这些要求？

单选题 A company wants to classify human genes into 20 categories based on gene characteristics. The company needs an ML algorithm to document how the inner mechanism of the model affects the output. Which ML algorithm meets these requirements? 一家公司希望根据基因特征将人类基因分为20个类别。该公司需要一种算法，能够记录模型的内部机制如何影响输出结果。哪种机器学习算法符合这些要求？

单选题 A company makes forecasts each quarter to decide how to optimize operations to meet expected demand. The company uses ML models to make these forecasts. An AI practitioner is writing a report about the trained ML models to provide transparency and explainability to company stakeholders. What should the AI practitioner include in the report to meet the transparency and explainability requirements? 一家公司每个季度都会进行预测，以决定如何优化运营来满足预期需求。该公司使用机器学习模型来进行这些预测。一位人工智能从业者正在撰写一份关于已训练机器学习模型的报告，旨在向公司利益相关者提供透明度和可解释性。该人工智能从业者应在报告中包含什么内容以满足透明度和可解释性要求？

单选题 A law firm wants to build an AI application by using large language models (LLMs). The application will read legal documents and extract key points from the documents. Which solution meets these requirements? 一家律师事务所希望利用大语言模型构建一个AI应用程序。该应用程序需要能够阅读文件并从中提取关键点。哪种解决方案可以满足这些需求？

单选题 A company is using a pre-trained large language model (LLM) to build a chatbot for product recommendations. The company needs the LLM outputs to be short and written in a specific language. Which solution will align the LLM response quality with the company's expectations? 一家公司正在使用预训练的大语言模型来构建一个用于产品推荐的聊天机器人。该公司需要LLM的输出内容简短且使用特定语言。哪种解决方案能使LLM的响应质量符合公司的期望？