~/talks

Jeff Zemerick

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Using Apache OpenNLP with OpenSearch K-NN Vector SearchOpen AI + Data Forum @ Open Source Summit North America 20232023-05-10
Shows a working pipeline that exports a pre-trained sentence-transformers model to ONNX export, calls it from Java via ONNX Runtime inside Apache OpenNLP to…
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How Organizations Get the Most Out of Their OpenSearch ContributionsOpenSearchCon 20222022-09-21
OpenSearch contributions pay off when organizations plan beyond a code drop: classify work as three contribution types (private, niche-shared, widely useful)…
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Searching for the Right Words: Bringing NLP to Apache solr through ONNX and OpenNLPOpen AI + Data Forum @ Open Source Summit North America 20222022-06-21
Converts Hugging Face Transformers models to ONNX runtime models, inspects inputs/outputs with Netron, and wires them into Java OpenNLP so Lucene/Solr can call…
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Applied MLOps to Maintain Model Freshness on KubernetesBerlin Buzzwords 20212021-06-15
A working Kubernetes pipeline that ingests Twitter via an Apache Flink consumer, naively counts hashtags in Redis, classifies movie summaries with a zero-shot…
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From Training to Serving: Machine Learning Models with TerraformHashiTalks 20212021-02-17
Terraform provisions an AWS pipeline that queues JSON job messages to SQS, triggers a Java Lambda via EventBridge every minute, then starts GPU-capable ECS…
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Using Sockeye Neural Machine Translation in a Streaming PipelinePyData DC 20182018-11-16
A concrete pipeline that consumes live tweets, detects language with Apache OpenNLP, sends sentences via Apache Flink and Thrift to a Sokka neural model and…
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