高度自动化机器学习

Version 10 introduces a wide range of integrated machine learning capabilities, from highly automated functions like Predict and Classify to functions based on specific methods and diagnostics. The functions work on many types of dataincluding numerical, categorical, textual, and imageallowing everyone to perform state-of-the-art machine learning in a simple way. A wide range of tasks can be performed, such as text classification, image recognition, or classification from generic data.

  • 预测数值和分类变量.
  • 支持数值、文本、图像和音频数据.
  • 自动建模和参数选择.
  • 自动数据预处理(缺失值分配、正规化、特征选择等).
  • 测量工具评价预测质量.
  • 支持各种数据集格式.
  • 控制分类器/预测特性(性能目标).
  • 控制算法的使用:逻辑回归、最近邻、随机森林、支持向量机、神经网络等
  • 评估预测概率.
  • 改变决策目标的可能性(自定义实用函数).
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