作为一名前人工智能教授,我最喜欢——毫无疑问也是最早——的技术神话之一,可以在荷马的杰作《伊利亚特》中找到。

在荷马描写特洛伊战争的史诗中,金属加工之神赫菲斯托斯创造了历史上最早的机器人之一,一个侍女被创造来帮助他锻造。 赫菲斯托斯并不满足于限制自己制造,他创造了塔洛斯,一个自动化的青铜怪物,其功能是保护古代克里特岛免受海盗和侵略者的攻击。

Hephaestus的神话机器人诞生已有数百年,而如今以熟练的AI为动力的智能机器正在进军我们自己的工作场所。 以受疫情伤害的工业和仓库为例。

随着能够帮助韩国制造企业及履行中心的人力越来越少,企业正在转向人工智能(AI)和机器学习,像以前依靠数百名人力进行质量管理一样,实现过程自动化。

如何让AI发挥作用(或出错)
包括AI在内,所有新技术都有学习曲线。 据估计,80%的组织声称以某种形式使用人工智能,但研究表明,91%的组织预计将严重阻碍采用人工智能,主要是因为缺乏人工智能专业人员和信息技术基础设施不足。

为了进一步强调围绕AI的谬误和神话,将以国际食品生产(FPI)为例。 FPI是一个多国食品生产商,其最终目的是提高制造质量,同时减少退货/拒收货,这对FPI的声誉和底线产生不利影响。 此外,由于缺乏雇员,FPI无法跟上或加强质量控制,因此面临压力。

误区一:我必须访问一所大学并雇用一名AI博士。

FPI将面临的最初障碍是理解AI是什么,可以实现什么,以及拥有应用AI的人力。

美国大学每年授予3000多个AI相关学科博士学位,平均完成时间为5.8年。 这就使得很难找到一个现成的博士。 这是揭露的第一个误解: 人工智能博士不再需要启动或部署在最终解决方案中。

软件平台现在可以提供必要的集成挂钩、硬件灵活性、非专家的简单使用,以及一个非常低成本的切入点,以便让制造商和系统集成商广泛使用这项技术,从而简化复杂的AI挑战。

误区二:我需要收集上百万张照片,才能判断AI是否可行。

深度学习体系结构和神经网络依赖于导出将输入数据转换为输出数据的函数…… 需要数据。
虽然这个映射函数的成功取决于给定数据的质量和数量,但是 FPI 可能遇到的第一个误解和误解是,您需要很多东西才能从今天开始。 有些平台只允许使用几百张照片就可以使用负担得起的(或免费的)概念证明(POC)。 此外,在某些情况下,这些平台甚至不需要很难找到的产品照片;相反,您只需要收集健康物品的图像。
误区三:考试顺利,现在怎么办?

如果FPI使用了现成的AI平台,收集了数据,并制作了可行的概念证明(PoC),那么他们可能会相信距离实现可行的解决方案只有几步之遥。

然而,在生产过程中采用人工智能需要特定的成功标准和一种多步骤的方法。 由于与AI无关,而且与正确的计划有很大关系,很多配置都未能执行。 像”如果 PoC 提供 Xat Y 功能,我们将在此时此地推出它”这样的简单标准将大大有助于帮助公司定义实际的部署场景。

一个普遍的误解是AI需要”拥有数百个GPU的中央集中式、巨大的AI基础设施”。事实上,有紧凑、多用途、成本效益高的解决方案可以解决众多使用案例中广泛的视力检查问题。

误区四:人工智能正在使用中! 我不会再碰它了!

因为商品和过程正在持续发展,所以AI绝对不会立即使用。 相反,FPI将需要自主设计、配置和持续更新AI的能力,而无需支付数千美元就可以在发生任何变化时聘请专家进行再培训。

如果成功,FPI需要事先掌握AI要求的运营情况。 它将需要审查再培训的成本/时间、必要的技能集以及确保AI项目不会变得杂乱无章,甚至更糟,无效所需的整体AI生命周期管理工具。

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