Charting the Course of Your ML Journey

The journey of transforming businesses in areas such as customer experience enhancement, operational efficiency, faster and better decision making, risk reduction, and new products and services with AI/ML is an exciting yet challenging endeavor that requires careful planning, execution, and ongoing management. Having a good understanding of what an AI/ML journey might look like and what the key challenges are will help ML practitioners and decision makers plan better throughout this journey. In this chapter, I will go over some of the essential topics for understanding the ML journey, such as the stages of adoption and the assessment of ML maturity. We will explore the various challenges, including developing an AI/ML vision, initiating AI/ML projects, and scaling use cases, infrastructure, and governance, to address the growing needs of the market.

Business and technology decision makers who are responsible for establishing an ML strategy...