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| * Automated [[data preparation]] and ingestion (from raw data and miscellaneous formats) | | * Automated [[data preparation]] and ingestion (from raw data and miscellaneous formats) |
− | 自动化[数据准备]和数据摄入(从原始数据到混杂格式)
| + | 自动化数据准备和数据摄入(从原始数据到混杂格式) |
| ** Automated column type detection; e.g., boolean, discrete numerical, continuous numerical, or text | | ** Automated column type detection; e.g., boolean, discrete numerical, continuous numerical, or text |
− | 自动数据类型检测,例如:布尔变量,离散数值,连续数值或者文本
| + | 自动化数据类型检测,例如:布尔变量,离散数值,连续数值或者文本 |
| ** Automated column intent detection; e.g., target/label, [[Stratified sampling|stratification]] field, numerical feature, categorical text feature, or free text feature | | ** Automated column intent detection; e.g., target/label, [[Stratified sampling|stratification]] field, numerical feature, categorical text feature, or free text feature |
− | | + | 自动化数据意图检测,例如:目标/标签,分层抽样,数值特征,文本类别特征,自由文本特征 |
| + | ==[[用户:Yuling|Yuling]]([[用户讨论:Yuling|讨论]]) categorical text feature, or free text feature 这两个应该是专业词汇,没有查到具体的翻译 |
| ** Automated task detection; e.g., [[binary classification]], [[regression analysis|regression]], clustering, or [[learning to rank|ranking]] | | ** Automated task detection; e.g., [[binary classification]], [[regression analysis|regression]], clustering, or [[learning to rank|ranking]] |
− | | + | 自动化任务检测,例如:二分类,回归分析/回归,聚类,排序学习 |
| * Automated [[feature engineering]] | | * Automated [[feature engineering]] |
− | | + | 自动特征工程 |
| ** [[Feature selection]] | | ** [[Feature selection]] |
− | | + | 特征选择 |
| ** [[Feature extraction]] | | ** [[Feature extraction]] |
− | | + | 特征提取 |
| ** [[Meta learning (computer science)|Meta learning]] and [[transfer learning]] | | ** [[Meta learning (computer science)|Meta learning]] and [[transfer learning]] |
− | | + | 元学习和体征转化 |
| ** Detection and handling of skewed data and/or missing values | | ** Detection and handling of skewed data and/or missing values |
− | | + | 偏斜数据和缺失值的检测和处理 |
| * Automated [[model selection]] | | * Automated [[model selection]] |
− | | + | 自动化模型选择 |
| * [[Hyperparameter (machine learning)#Optimization|Hyperparameter optimization]] of the learning algorithm and featurization | | * [[Hyperparameter (machine learning)#Optimization|Hyperparameter optimization]] of the learning algorithm and featurization |
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