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Showing posts with the label cml

Harnessing the Data Lifecycle for Customer Experience Optimization: Streaming Classifications On Twitter Streams

Harnessing the Data Lifecycle for Customer Experience Optimization: Streaming Classifications For a deeper dive see this past webinar: available here. In the use case solved for this webinar, I am a Streaming Engineer at an airline, CloudAir.   I need to find, filter and clean Twitter streams then perform sentiment analysis. Score Models in the Stream to Act As the Streaming Engineer at CloudAIR I am responsible for ingesting data from thousands of sources, operationalizing machine learning models as part of our streams, running real-time ELT/ETL processes and building event processing systems running from devices, servers and edge nodes. For today’s use case, one of our ML engineers had given me a model that was deployed into one of our production Cloudera Machine Learning (CML) environments. I logged into Cloudera Data Platform (CDP), found the model, tested it, and then extracted the information I need to add this model to our streaming ingest flow f