~/talks

Nick Pentreath

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titleconferencedate
Native Dense Vector Scoring in ElasticsearchBerlin Buzzwords 20202020-06-07
Elasticsearch stores ordered numeric embeddings as a dense_vector type since 7.0 and adds built-in scoring functions in 7.3 so dot‑product and cosineSimilarity…
Lightning on
Deploy end to end ML pipeline using Apache spark ...Scale By The Bay 20192019-11-13
Deploys a full streaming ML pipeline that uses Apache Spark Structured Streaming, Kubernetes and Kafka to ingest simulated tweets, batch them for throughput…
Talk on
InterviewScale By The Bay 20192019-11-13
A live demo assembles streaming components, scales them on Kubernetes, and plugs an open‑source ML model into an end‑to‑end pipeline that actually runs…
Talk on
Open standards for machine learning deploymentBerlin Buzzwords 20192019-06-16
Overview of practical deployment standards: PMML (1997) is XML, supported by 30+ vendors and handles classic models but limits deep nets and forces extensions…
Talk on
Search and Recommendations: 3 Sides of the Same Coin #bbuzzBerlin Buzzwords 20182018-06-11
Compares three concrete ways to serve recommendations with search: score then search (separate scorer and searcher, flexible models but round‑trip latency)…
Talk on
Deploying Machine Learning Models in PracticeQCon São Paulo 20182018-05-09
Compares deployment options for real systems, not just models, and shows concrete tooling: exports and runtimes for scikit‑learn, Spark ML and TensorFlow using…
Talk on
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