Learning Goals
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Understand why Machine Learning strategy is important
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Apply satisficing and optimizing metrics to set up your goal for ML projects
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Choose a correct train/dev/test split of your dataset
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Understand how to define human-level performance
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Use human-level perform to define your key priorities in ML projects
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Take the correct ML Strategic decision based on observations of performances and dataset
【中文翻译】
学习目标:
了解机器学习策略的重要性
应用满足和优化指标, 为 ML 项目设定目标
选择正确的训练/开发/测试集来分割数据集
了解如何定义人类水平的表现
在 ML 项目中使用人类水平的表现来确定关键优先级
基于各个集合的表现和数据集的观察, 采取正确的 ML 策略