infinite-dataset-hub/KI_API_Regression_Dataset

--- license: mit tags: - infinite-dataset-hub - synthetic --- # KI_API_Regression_Dataset tags: regression, API key analysis, machine learning, trend prediction _Note: This is an AI-generated dataset so its content may be inaccurate or false_ **Dataset Description:** The 'KI_API_Regression_Dataset' contains simulated data relevant to regression analysis for API key analysis in the context of AI applications. It includes various attributes that could be important for predicting trends or patterns in API usage related to AI technologies. This dataset could be useful for ML practitioners to develop models that predict the performance or trends of AI-related API usage. **CSV Content Preview:** ```csv timestamp,api_key_length,api_call_frequency,api_response_time,resource_consumption,user_location,user_industry,API_usage_trend,label 2023-01-01T00:00:00Z,12,150,0.325,210,North America,Technology,Increasing,0 2023-01-01T01:00:00Z,12,155,0.310,220,Europe,Finance,Stable,1 2023-01-01T02:00:00Z,10,160,0.330,230,Asia,Healthcare,Decreasing,0 2023-01-01T03:00:00Z,11,145,0.345,200,South America,Education,Increasing,1 2023-01-01T04:00:00Z,8,170,0.305,240,Africa,Retail,Stable,0 ``` Note: The 'label' column is indicative of the trend category (0 for Decreasing, 1 for Stable, 2 for Increasing) which may relate to the 'API_usage_trend' and is part of the regression analysis. **Source of the data:** The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'API KEY KI AI': - **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=API+KEY+KI+AI&dataset=KI_API_Regression_Dataset&tags=regression,+API+key+analysis,+machine+learning,+trend+prediction - **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub许可证：MIT许可证 标签： - 无限数据集中心（Infinite Dataset Hub） - 合成数据集 # KI_API_回归数据集（KI_API_Regression_Dataset） 标签：回归分析（regression）、API密钥分析（API key analysis）、机器学习（machine learning）、趋势预测（trend prediction） **注意：本数据集由人工智能生成，内容可能存在不准确或虚假信息** ## 数据集描述： 本KI_API_回归数据集包含适用于人工智能应用场景下API密钥分析的回归分析模拟数据。数据集涵盖多项关键属性，可用于预测与人工智能技术相关的API使用趋势与模式，适用于机器学习从业者开发用于预测人工智能相关API使用性能或趋势的模型。 ## CSV内容预览： csv timestamp,api_key_length,api_call_frequency,api_response_time,resource_consumption,user_location,user_industry,API_usage_trend,label 2023-01-01T00:00:00Z,12,150,0.325,210,North America,Technology,Increasing,0 2023-01-01T01:00:00Z,12,155,0.310,220,Europe,Finance,Stable,1 2023-01-01T02:00:00Z,10,160,0.330,230,Asia,Healthcare,Decreasing,0 2023-01-01T03:00:00Z,11,145,0.345,200,South America,Education,Increasing,1 2023-01-01T04:00:00Z,8,170,0.305,240,Africa,Retail,Stable,0 注意：label列用于标识趋势类别（0代表下降、1代表平稳、2代表上升），其与API_usage_trend字段相关，可用于回归分析任务。 ## 数据集来源： 本数据集通过[无限数据集中心（Infinite Dataset Hub）](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub)与microsoft/Phi-3-mini-4k-instruct模型生成，生成查询词为"API KEY KI AI"： - **数据集生成页面**：https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=API+KEY+KI+AI&dataset=KI_API_Regression_Dataset&tags=regression,+API+key+analysis,+machine+learning,+trend+prediction - **模型**：https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **更多数据集**：https://huggingface.co/datasets?other=infinite-dataset-hub