~/talks

Jim Dowling

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titleconferencedate
Real-TIme Context Engineering for AgentsPyData Seattle 20252025-11-07
Claims a fast alternative to RAG: use application IDs (user/session/article/order) to fetch targeted context within seconds rather than retrieve text chunks…
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Backstage interviewPyData Paris 20252025-09-30
A European full‑stack AI platform called Hopsworks claims to provide a feature store and real‑time LLM serving that runs on Kubernetes, is deployable with helm…
Interview on
Building Python based AI Systems with LLMsPyData NYC 20242024-11-06
Claim: LLMs reliably translate text queries into runnable Python, using Hopsworks feature store and pandas to produce feature, training, and inference…
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Function Calling for LLMsPyData London 20242024-06-14
Claims that Retrieval Augmented Generation can query tabular warehouses and APIs by using function calling returns JSON to pick and invoke SQL-like functions…
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High speed data from the Lakehouse to DataFrames with Apache ArrowPyData Global 20232023-12-06
Claims use Apache Arrow end-to-end with Pandas2, Polars and DuckDB for zero-copy transfers and replace JDBC/ODBC with Arrow Flight (and ADBC) protocols. A…
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Bridging Python and Lakehouse worlds with Arrow Flight and DuckDB.Scale By the Bay 20232023-11-13
A new service replaces JDBC+Spark with Arrow Flight and DuckDB to stream Parquet/Hudi data as Arrow buffers directly into Pandas/Polars, avoiding column-to-row…
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Build a production ML system with only Python on free serverless servicesPyData Seattle 20232023-04-26
An end-to-end Python system predicts PM2.5 for Seattle by scraping live sensors and weather forecasts, writing features to Hopsworks, training an XGBoost model…
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Build prod ML systems with feature /training /inference pipelinesConf42 Python 20232023-03-09
Argues monolithic ML pipelines fail and shows a Python-first refactor into feature/training/inference (FTI) decomposition with concrete code…
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Kick-offFeature Store Summit 20222022-10-11
Hopsworks claims to be the first open-source, enterprise, and serverless feature store and cites Uber Michelangelo as the origin of the idea. The feature store…
Organiser on
Python-centric Feature StoresPyData London 20222022-06-17
Claims a working Python-first feature store pipeline using Hopsworks with point-in-time joins, online/offline dual stores (RonDB + Apache Hudi), Kafka…
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Time Travel and Provenance for Machine Learning PipelinesOpML '202020-07-28
Claims that intrusive code hooks are replaced by standardized change‑data‑capture from the distributed file system, feature store, resource manager and apps…
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A feature Store for Machine LearningPyData Fest Amsterdam 20202020-06-15
Feature engineering is productized: Hopsworks.AI provides a versioned DataFrame API and Apache Spark jobs that materialize feature groups into a dual…
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Hops in the CloudBerlin Buzzwords 20192019-06-16
HopsFS becomes a multi–data‑center, POSIX‑like filesystem with strong metadata consistency, storing small files in metadata on NVMe disks and pushing a…
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Distributed Deep LearningJfokus 20192019-02-04
Argues that state‑of‑the‑art deep learning now needs GPU clusters and orchestration, cites ImageNet training dropping from weeks to 190 seconds with 1000 GPUs…
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TensorFlow: Hotdog or Not with Toppings #bbuzzBerlin Buzzwords 20182018-06-11
Workshop builds a Hotdog-or-Not pipeline that actually trains a CNN from JPEGs, converts them to TFRecords in HDFS for fast GPU feeding, and deploys the…
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All AI Roads Lead to DistributiondotAI 20182018-05-31
Claims that distribution both cuts training time and enables larger experiments with concrete numbers and tools: ImageNet is ~300 GB and 1M images, Google and…
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Multi-tenant Flink-as-a-Service on YARNFlink Forward Berlin 20162016-09-12
Flink runs on YARN inside HopsWorks as a UI-driven, open-source service deployed since June 2016 at www.hops.site, offered on a 54‑machine cluster (~10 TB RAM…
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