Recommender System with Apache Spark Apache Kafka and Elasticsearch
ApacheBigDataEU16-NPentreath
ApacheBigDataEU16-NPentreath
You also want an ePaper? Increase the reach of your titles
YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.
The Machine<br />
Reality<br />
Learning<br />
Workflow<br />
<strong>Spark</strong> ML<br />
Missing<br />
piece!<br />
Various <strong>Spark</strong> DataFrames<br />
???<br />
Data<br />
Ingest<br />
Data<br />
Processing<br />
Model<br />
Training<br />
Deploy<br />
Live <strong>System</strong><br />
• Historical<br />
• Streaming<br />
• Feature<br />
transformation &<br />
engineering<br />
• Model selection &<br />
evaluation<br />
• Pipelines, not just<br />
models<br />
• Versioning<br />
• Predict given new<br />
data<br />
• Monitoring & live<br />
evaluation<br />
Feedback Loop<br />
Stream (<strong>Kafka</strong>)