基于 Amazon SageMaker 构建物流需求量预测解决方案

Amazon SageMaker
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{"value":"#### **前言**\n\n\n\n需求量预测在物流行业中至关重要,在目前全球范围内供应链紧张的情况下尤为明显。物流和供应链公司(例如从事海运和空运跨境运输业务的物流公司),能够准确估计物流需求量,有助于有效管理运输网络的成本,从而降低运输费用,实现利润最大化。\n\n\n\n机器学习模型的性能很大程度上依赖于训练数据的质量。对于物流需求量预测模型,训练数据包括历史物流量和与需求量相关的特征。例如价格、库存、销售团队人数、市场环境、假期、天气以及宏观经济都可能会影响物流需求量,可以作为模型特征。\n\n\n\n在确定了可以用于模型训练的特征之后,业务人员可能还希望对某些特征进行调控,从而能够观察到特征对模型预测结果的影响。例如,业务人员如果看到未来某个时刻物流需求量的预测值偏低时,可以通过提前调整价格来影响物流需求量。在模型推理时,模型能够将业务人员修正过的特征摄入到模型当中,这会让用户更直观的了解这些特征会如何影响模型的预测结果。\n\n\n\n本文讨论了如何在亚马逊云科技云上构建基于机器学习的物流需求量预测。用于训练模型的数据包括内部和外部数据。机器学习模型使用物流需求量历史数据和其他相关特征进行训练,在推理时用户可以通过对特征的微调来了解特征对模型预测结果的影响。\n\n#### **架构**\n\n![image.png](1)\n\n解决方案架构包括六个主要组件:\n\n\n\n1. 数据摄入:将内部数据和外部数据摄入到 Amazon S3 中。\n\n2. 数据准备:使用 Amazon SageMaker 进行数据清洗,特征工程。\n\n3. 模型构建1-输入特征预测模型:先为时间序列特征构建预测模型。\n\n4. 数据输入-用户输入:用户检查第3步输入特征的预测结果,并在需要时对特征预测模型结果进行微调。\n\n5. 模型构建2–物流需求量预测模型:使用步骤2和步骤4中的特征构建机器学习模型。\n\n6. 模型输出和监控:ML 模型推理的结果输出到 Amazon S3,分析师可以监控预测结果,并通过与实际物流需求量的比较来评估预测的准确性。\n\n\n\n创建机器学习管道,实现机器学习模型的自动化。机器学习管道包括数据摄入,数据清洗,特征工程,模型训练,模型验证,模型推理。根据业务需求每月进行物流需求量预测。如果有多条航线需要进行物流需求量预测,Amazon SageMaker 可以利用机器学习管道对多条航线并行推理。\n\n\n\n\n\n#### **数据**\n\n\n\n高质量的数据对于任何机器学习模型都是必不可少的。对于物流需求量预测,可以利用任何可能影响最终物流需求量的相关数据来进行建模。数据的来源可能各自不同,可以分为内部数据和外部数据。\n\n\n\n- 内部数据\n\n\n内部数据是指由业务系统生成的数据。这些数据通常存储在数据仓库中,例如 Amazon RedShift。将这些业务指标作为机器学习的特征输入到模型当中。例如历史价格、成本、运力、库存等。\n\n\n\n物流需求预测的结果可以保存在数据仓库中,其中包含各条航线的预测时间、航线相关属性、物流需求量预测结果等信息。对于航运公司来说,输出结果可以是海运的集装箱总需求量或者是空运货物的总重量。\n\n\n\n- 外部数据\n\n企业外部的数据源,例如天气数据、宏观经济数据、行业数据、市场数据等,都可以作为特征来帮助提高模型预测的准确性。这些因素可能对物流和运输行业产生直接或间接的影响,从而影响物流需求量。例如,中国出口集装箱运价指数,波罗的海干散物流价指数通常可以作为全球物流市场的重要指标。宏观经济数据,例如主要经济体的进出口数据,也可以作为衡量市场活跃度的指标。为了合并这些外部数据,可以使用各种 API 来摄取数据。\n\n\n\n例如,圣路易斯联储提供的 API ([https://fred.stlouisfed.org/docs/api/fred/](https://fred.stlouisfed.org/docs/api/fred/))来访问宏观经济数据。NOAA提供 API ([https://www.ncdc.noaa.gov/cdo-web/webservices/v2](https://www.ncdc.noaa.gov/cdo-web/webservices/v2)) 来访问全球天气数据。\n\n\n\n\n\n#### **机器学习模型**\n\n![image.png](2)\n\n在物流需求预测中,输出是物流需求量预测值。与物流需求量相关的时间序列特征也需要预测。为了准确预测物流需求量,解决方案中需要两个机器学习模型。第一个模型是用于对输入的时间序列特征预测,包括内部和外部数据。第二个模型是使用所有特征进行最终的物流需求量预测。通过结合使用这两个模型,可以有效地捕捉时间序列趋势以及物流需求量与相应特征之间的关系。\n\n\n\n- ML 模型1 – 输入特征预测\n\n输入特征包括内部和外部历史时间序列数据。为了对每个特征的未来进行预测,可以使用一维时间序列模型。例如 Prophet,可以建立合理的时间序列模型并进行预测。对于每个特征,用户都可以使用 Prophet 对未来进行预测。\n\n\n\n- ML 模型2 – 物流需求量预测模型\n\n物流需求量的 ML 模型旨在捕获所有特征与物流需求量之间的关系。可以使用各种监督回归模型,从 LASSO, Ridge回归、随机森林、XGBoost、LightGBM、Catboost 等。在构建模型并为每个模型找到最佳参数时,可以使用保留数据来评估模型。\n\n\n\n具体的算法细节可以参考我们的另一篇文章[机器学习多步时间序列预测解决方案](http://mp.weixin.qq.com/s?__biz=Mzg4NjU5NDUxNg==&mid=2247528708&idx=1&sn=ed4a2e3795adf33467bb7fc903a6da9f&chksm=cf957fbff8e2f6a9bf9426014e74848fddd829d543b69aa34db649437b54c4e166d97c9a6cb4&scene=21#wechat_redirect)。\n\n#### **用户输入**\n\n\n\n由于大多数特征在未来都是未知的,于是我们使用一维时间序列模型预测这些时序特征。这让业务人员能对这些特征未来的走势有更加直观的感受。并且可以通过对这些特征的微调,让业务人员能够直接看到这些特征将如何影响业务的需求量。例如,价格通常与物流需求量有着密切的关系,业务人员可以对未来某个时刻制定促销或者折扣计划。然后通过将这些特征输入给模型进行推理,直接看到这样的计划可能会对物流需求量带来什么样的影响。此外,销售团队人数也可能是影响物流需求量的一个特征,销售团队的规模也是企业可以控制的。\n\n\n\n总的来说,这类业务人员可以控制或提前知晓的特征,我们就可以利用这类特征作为用户可以调整的特征。在 ML 建模步骤中,先使用一维时间序列模型将对每个特征进行预测,然后用户可以检查这些预测值,并且允许用户对这些特征值进行修正。最后将这些被修正过的特征和其他相关特征一起输入到模型,做出最终的预测。\n\n\n\n用户介入是至关重要的,因为在这个过程中我们对某些特征进行了时序预测,而如果这样的预测结果和业务人员的预期相差很大的时候,我们可以通过修改特征的预测值,再进行最终的物流需求量预测。这样的操作有可能改善整体的预测效果。\n\n\n\n\n\n#### **最佳实践**\n\n\n\n1. 在开始物流需求预测项目之前,将相关人员(业务人员、技术人员、管理人员等)聚到一起,通过头脑风暴的方式讨论物流需求预测是否是目前的业务痛点、目前的数据情况如何、期望达成怎么样的业务成果等。业务人员需要帮助数据科学家了解更多的业务知识,对业务的理解越深越有利于识别和创建有用的特征,从而构建更加可靠的预测模型。\n\n\n\n2. 对于时间序列预测,建议有足够长的历史数据来进行模型训练,让模型从数据中学习到相应的模式。例如,要对未来12个月进行月度预测,最好有3-4年的历史数据来捕捉周期和趋势。\n\n\n\n3. 在机器学习流水线中创建自动调参的步骤,为模型寻找最佳参数。通过这种方式,可以将相同的模型训练代码应用于不同的航线,并自动为每条航线寻找最佳模型。\n\n\n\n4. 即使您可能没有足够长的历史数据,您仍然可以构建机器学习流水线和基线模型以查看其性能。随着您获得更多数据,模型将会被重新训练,并随着时间的推移提高模型的准确性。\n\n##### **本篇作者**\n\n**陈恒智**\n\n亚马逊云科技专业服务团队数据科学家。\n\n\n**贾天下**\n\n亚马逊云科技专业服务团队高级数据科学家,他专注于帮助能源、媒体、供应链和物流以及金融服务行业的企业客户构建 AI/ML 解决方案。\n\n**Isabelle Imacseng**\n\nData & ML Engineering Consultant at Amazon ProServe. She helps customers with data lake, data pipeline, and machine learning solutions.","render":"<h4><a id=\"_0\"></a><strong>前言</strong></h4>\n<p>需求量预测在物流行业中至关重要,在目前全球范围内供应链紧张的情况下尤为明显。物流和供应链公司(例如从事海运和空运跨境运输业务的物流公司),能够准确估计物流需求量,有助于有效管理运输网络的成本,从而降低运输费用,实现利润最大化。</p>\n<p>机器学习模型的性能很大程度上依赖于训练数据的质量。对于物流需求量预测模型,训练数据包括历史物流量和与需求量相关的特征。例如价格、库存、销售团队人数、市场环境、假期、天气以及宏观经济都可能会影响物流需求量,可以作为模型特征。</p>\n<p>在确定了可以用于模型训练的特征之后,业务人员可能还希望对某些特征进行调控,从而能够观察到特征对模型预测结果的影响。例如,业务人员如果看到未来某个时刻物流需求量的预测值偏低时,可以通过提前调整价格来影响物流需求量。在模型推理时,模型能够将业务人员修正过的特征摄入到模型当中,这会让用户更直观的了解这些特征会如何影响模型的预测结果。</p>\n<p>本文讨论了如何在亚马逊云科技云上构建基于机器学习的物流需求量预测。用于训练模型的数据包括内部和外部数据。机器学习模型使用物流需求量历史数据和其他相关特征进行训练,在推理时用户可以通过对特征的微调来了解特征对模型预测结果的影响。</p>\n<h4><a id=\"_18\"></a><strong>架构</strong></h4>\n<p><img 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\" alt=\"image.png\" rel=\"1\" /></p>\n<p>解决方案架构包括六个主要组件:</p>\n<ol>\n<li>\n<p>数据摄入:将内部数据和外部数据摄入到 Amazon S3 中。</p>\n</li>\n<li>\n<p>数据准备:使用 Amazon SageMaker 进行数据清洗,特征工程。</p>\n</li>\n<li>\n<p>模型构建1-输入特征预测模型:先为时间序列特征构建预测模型。</p>\n</li>\n<li>\n<p>数据输入-用户输入:用户检查第3步输入特征的预测结果,并在需要时对特征预测模型结果进行微调。</p>\n</li>\n<li>\n<p>模型构建2–物流需求量预测模型:使用步骤2和步骤4中的特征构建机器学习模型。</p>\n</li>\n<li>\n<p>模型输出和监控:ML 模型推理的结果输出到 Amazon S3,分析师可以监控预测结果,并通过与实际物流需求量的比较来评估预测的准确性。</p>\n</li>\n</ol>\n<p>创建机器学习管道,实现机器学习模型的自动化。机器学习管道包括数据摄入,数据清洗,特征工程,模型训练,模型验证,模型推理。根据业务需求每月进行物流需求量预测。如果有多条航线需要进行物流需求量预测,Amazon SageMaker 可以利用机器学习管道对多条航线并行推理。</p>\n<h4><a id=\"_46\"></a><strong>数据</strong></h4>\n<p>高质量的数据对于任何机器学习模型都是必不可少的。对于物流需求量预测,可以利用任何可能影响最终物流需求量的相关数据来进行建模。数据的来源可能各自不同,可以分为内部数据和外部数据。</p>\n<ul>\n<li>内部数据</li>\n</ul>\n<p>内部数据是指由业务系统生成的数据。这些数据通常存储在数据仓库中,例如 Amazon RedShift。将这些业务指标作为机器学习的特征输入到模型当中。例如历史价格、成本、运力、库存等。</p>\n<p>物流需求预测的结果可以保存在数据仓库中,其中包含各条航线的预测时间、航线相关属性、物流需求量预测结果等信息。对于航运公司来说,输出结果可以是海运的集装箱总需求量或者是空运货物的总重量。</p>\n<ul>\n<li>外部数据</li>\n</ul>\n<p>企业外部的数据源,例如天气数据、宏观经济数据、行业数据、市场数据等,都可以作为特征来帮助提高模型预测的准确性。这些因素可能对物流和运输行业产生直接或间接的影响,从而影响物流需求量。例如,中国出口集装箱运价指数,波罗的海干散物流价指数通常可以作为全球物流市场的重要指标。宏观经济数据,例如主要经济体的进出口数据,也可以作为衡量市场活跃度的指标。为了合并这些外部数据,可以使用各种 API 来摄取数据。</p>\n<p>例如,圣路易斯联储提供的 API (<a href=\"https://fred.stlouisfed.org/docs/api/fred/\" target=\"_blank\">https://fred.stlouisfed.org/docs/api/fred/</a>)来访问宏观经济数据。NOAA提供 API (<a href=\"https://www.ncdc.noaa.gov/cdo-web/webservices/v2\" target=\"_blank\">https://www.ncdc.noaa.gov/cdo-web/webservices/v2</a>) 来访问全球天气数据。</p>\n<h4><a id=\"_77\"></a><strong>机器学习模型</strong></h4>\n<p><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"2\" /></p>\n<p>在物流需求预测中,输出是物流需求量预测值。与物流需求量相关的时间序列特征也需要预测。为了准确预测物流需求量,解决方案中需要两个机器学习模型。第一个模型是用于对输入的时间序列特征预测,包括内部和外部数据。第二个模型是使用所有特征进行最终的物流需求量预测。通过结合使用这两个模型,可以有效地捕捉时间序列趋势以及物流需求量与相应特征之间的关系。</p>\n<ul>\n<li>ML 模型1 – 输入特征预测</li>\n</ul>\n<p>输入特征包括内部和外部历史时间序列数据。为了对每个特征的未来进行预测,可以使用一维时间序列模型。例如 Prophet,可以建立合理的时间序列模型并进行预测。对于每个特征,用户都可以使用 Prophet 对未来进行预测。</p>\n<ul>\n<li>ML 模型2 – 物流需求量预测模型</li>\n</ul>\n<p>物流需求量的 ML 模型旨在捕获所有特征与物流需求量之间的关系。可以使用各种监督回归模型,从 LASSO, Ridge回归、随机森林、XGBoost、LightGBM、Catboost 等。在构建模型并为每个模型找到最佳参数时,可以使用保留数据来评估模型。</p>\n<p>具体的算法细节可以参考我们的另一篇文章<a href=\"http://mp.weixin.qq.com/s?__biz=Mzg4NjU5NDUxNg==&amp;mid=2247528708&amp;idx=1&amp;sn=ed4a2e3795adf33467bb7fc903a6da9f&amp;chksm=cf957fbff8e2f6a9bf9426014e74848fddd829d543b69aa34db649437b54c4e166d97c9a6cb4&amp;scene=21#wechat_redirect\" target=\"_blank\">机器学习多步时间序列预测解决方案</a>。</p>\n<h4><a id=\"_99\"></a><strong>用户输入</strong></h4>\n<p>由于大多数特征在未来都是未知的,于是我们使用一维时间序列模型预测这些时序特征。这让业务人员能对这些特征未来的走势有更加直观的感受。并且可以通过对这些特征的微调,让业务人员能够直接看到这些特征将如何影响业务的需求量。例如,价格通常与物流需求量有着密切的关系,业务人员可以对未来某个时刻制定促销或者折扣计划。然后通过将这些特征输入给模型进行推理,直接看到这样的计划可能会对物流需求量带来什么样的影响。此外,销售团队人数也可能是影响物流需求量的一个特征,销售团队的规模也是企业可以控制的。</p>\n<p>总的来说,这类业务人员可以控制或提前知晓的特征,我们就可以利用这类特征作为用户可以调整的特征。在 ML 建模步骤中,先使用一维时间序列模型将对每个特征进行预测,然后用户可以检查这些预测值,并且允许用户对这些特征值进行修正。最后将这些被修正过的特征和其他相关特征一起输入到模型,做出最终的预测。</p>\n<p>用户介入是至关重要的,因为在这个过程中我们对某些特征进行了时序预测,而如果这样的预测结果和业务人员的预期相差很大的时候,我们可以通过修改特征的预测值,再进行最终的物流需求量预测。这样的操作有可能改善整体的预测效果。</p>\n<h4><a id=\"_117\"></a><strong>最佳实践</strong></h4>\n<ol>\n<li>\n<p>在开始物流需求预测项目之前,将相关人员(业务人员、技术人员、管理人员等)聚到一起,通过头脑风暴的方式讨论物流需求预测是否是目前的业务痛点、目前的数据情况如何、期望达成怎么样的业务成果等。业务人员需要帮助数据科学家了解更多的业务知识,对业务的理解越深越有利于识别和创建有用的特征,从而构建更加可靠的预测模型。</p>\n</li>\n<li>\n<p>对于时间序列预测,建议有足够长的历史数据来进行模型训练,让模型从数据中学习到相应的模式。例如,要对未来12个月进行月度预测,最好有3-4年的历史数据来捕捉周期和趋势。</p>\n</li>\n<li>\n<p>在机器学习流水线中创建自动调参的步骤,为模型寻找最佳参数。通过这种方式,可以将相同的模型训练代码应用于不同的航线,并自动为每条航线寻找最佳模型。</p>\n</li>\n<li>\n<p>即使您可能没有足够长的历史数据,您仍然可以构建机器学习流水线和基线模型以查看其性能。随着您获得更多数据,模型将会被重新训练,并随着时间的推移提高模型的准确性。</p>\n</li>\n</ol>\n<h5><a id=\"_135\"></a><strong>本篇作者</strong></h5>\n<p><strong>陈恒智</strong></p>\n<p>亚马逊云科技专业服务团队数据科学家。</p>\n<p><strong>贾天下</strong></p>\n<p>亚马逊云科技专业服务团队高级数据科学家,他专注于帮助能源、媒体、供应链和物流以及金融服务行业的企业客户构建 AI/ML 解决方案。</p>\n<p><strong>Isabelle Imacseng</strong></p>\n<p>Data &amp; ML Engineering Consultant at Amazon ProServe. She helps customers with data lake, data pipeline, and machine learning solutions.</p>\n"}
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