%P 175-177 %I Springer Nature %A C.B. Bavoh %A B. Lal %T Machine Learning Application Guidelines in Flow Assurance %R 10.1007/978-3-031-24231-1₁₀ %D 2023 %L scholars19093 %J Machine Learning and Flow Assurance in Oil and Gas Production %O cited By 0 %X In this chapter guidelines for conducting an effective machine learning based prediction models in flow assurance areas is presented with much emphasis of data availability, data representation and model selection. © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2023.