This chapter explores essential elements of a machine learning workflow, focusing on tools such as MLflow and Prefect for data orchestration. It also addresses challenges with raw data and introduces DuckDB as an effective solution for data processing.
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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