This chapter explores the creation and deployment of a classification model using natural language processing, emphasizing effective labeling and active learning to improve accuracy. It also covers the practical implementation of user feedback in model maintenance and the use of tools like MLflow for version control in machine learning applications.
We discussed βπ₯¦ Broccoli AIβ a couple weeks ago, which is the kind of AI that is actually good/healthy for a real world business. Bengsoon Chuah, a data scientist working in the energy sector, joins us to discuss developing and deploying NLP pipelines in that environment. We talk about good/healthy ways of introducing AI in a company that uses on-prem infrastructure, has few data science professionals, and operates in high risk environments.
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