Automated Machine Learning for Advanced Manufacturing Process Management

SolidStateAI是一家位于多伦多的加拿大中小企业，提供专门的机器学习（ML）软件，以发现制造过程中的优化，减少停机时间并快速确定根本原因。他们了解先进制造的复杂性，他们知道机器学习为制造商解决最棘手的挑战提供了巨大的机会。他们的产品AIMS（制造系统人工智能）是一个软件平台，可以帮助制造商通过利用生产线上捕获的数据对制造过程做出准确的预测，从而提高产量和吞吐量。SolidStateAI的客户遍及半导体行业、航空航天行业等。自动化机器学习（AutoML）是人工智能（AI）的一个新兴领域。它自动化了开发机器学习模型的任务，以便让那些不是机器学习专家的用户也能访问它们。La cit<e:1>大学的智能原型技术中心（CEPI）和SolidStateAI有兴趣通过将应用研究项目分为几个阶段来发展长期合作。这是第一次合作，通过Engage赠款资金将扩展AIMS与AutoML的功能，用于监督式机器学习，目标是半导体晶圆厂工艺优化。

SolidStateAI is a Canadian SME based in Toronto, who delivers specialized Machine Learning (ML) software to uncover optimizations in manufacturing processes, reduce downtime and quickly identify root causes. They understand the complexities of advanced manufacturing, and they know that ML offers a massive opportunity for manufacturers to solve their toughest challenges. Their product AIMS (Artificial Intelligence for Manufacturing Systems) is a software platform which helps manufacturers increase yield and throughput by allowing them to make accurate predictions on manufacturing processes by leveraging the data captured along the manufacturing line. SolidStateAI customers are in the semiconductor industry, aerospace industry, and beyond. Automated Machine Learning (AutoML) is an emerging domain of Artificial Intelligence (AI). It automates the tasks of developing ML models in order to make them accessible to users who are not experts in ML. The Center of Expertise in Smart Prototyping (CEPI) at Collège La Cité and SolidStateAI are interested in developing a long-term collaboration by structuring the applied research project into phases. This first collaboration, through the Engage grant funding will be about expanding the capabilities of AIMS with AutoML for Supervised ML, targeting the semiconductor fab process optimization.