There is a misunderstanding (not to say fantasy) which keeps coming back in companies whenever it comes to AI and Machine Learning. People often misjudge the complexity and the skills needed to bring…

Towards Data Science is a community-powered publication that showcases work in data science, machine learning and artificial intelligence. Every day newcomers, seasoned researchers and industry practitioners publish tutorials, research notes and real-world case studies that help the field move forward.

Towards Data Science

The article highlights that AI/Machine Learning/any data-related job is a real job that requires skills, craftsmanship, and tools. It explains the process of moving from a notebook to a real pipeline in production, emphasizing the importance of automation and monitoring. The article also provides a simple use case of a Data Scientist working at an e-commerce company and the steps involved in preparing the data and training a model.

Machine Learning on GCP: From Notebooks to Pipelines