~/talks

Erik Erlandson

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titleconferencedate
Which Is To Be Master? Understanding LLM TokenizationDevConf.US 20252025-09-19
Compares concrete tokenizers—Byte Pair Encoding, WordPiece, and unigram tokenizer—and trains tokenizers from corpora, then runs HMM surrogates to measure…
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Who Watches the Watchmen? Understanding LLM Benchmark QualityDevConf.US 20242024-08-14
Shows that popular benchmarks like MMLU with 115,000 questions miss almost all real input space once you calculate combinatorics from a 100,000‑word vocabulary…
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Accelerate Model Training with an Easy to Use High-Performance...Open AI + Data Forum @ Open Source Summit North America 20232023-05-10
A reproducible stack is demonstrated that lets data scientists declare resources in Python and push distributed jobs without DevOps: CodeFlare SDK + operator…
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Scaling Climate Data for FinTech with an Open Source Data MeshSustainabilityCon @ Open Source Summit North America 20232023-05-10
OS-Climate builds an open data mesh that federates corporate reports, entity graphs and climate models so fintech can run reproducible portfolio alignment and…
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Next-Generation Data Science Workflows Using RayKubernetes AI Day North America 20222022-10-25
Shows Ray running on Kubernetes with JupyterLab via Open Data Hub and OpenShift: a tiny self-service workflow creates a Ray cluster CR from a notebook using a…
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Scaling the Open Source Climate CommunityBerlin Buzzwords 20222022-06-12
OS-Climate is an open community platform that standardizes ESG data and models to let smaller financial firms do portfolio alignment; it runs on AWS S3…
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Powering Open Data Hub with RayRay Summit 20212021-06-22
Integrates Ray 2.0 client-server into Open Data Hub by adding Kubernetes configmap-based single-user profile and service-template entries that spawn on-demand…
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Powering Open Data Hub with RayBerlin Buzzwords 20212021-06-15
Shows how Ray becomes an on-demand compute backend for Open Data Hub Jupyter notebooks by using ray.connect client-server instead of node-local ray.init and by…
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Miles or Kilometers? Why your data schema should include unitsBerlin Buzzwords 20192019-06-16
Shows a Scala library, Coulomb, that encodes units as types, compiles conversions, and rejects incompatible units. Recounts a Kubernetes/Spark memory bug where…
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Data sketching workshopDevConf.CZ 20192019-01-25
Workshop demonstrates practical sketches: Bloom filter for approximate set membership with mergeable bitmaps and a false‑positive curve that climbs toward 1 as…
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