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Ted Dunning

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How Cheap Learning (not deep learning) Finds Faults in Distributed SystemsJfokus 20192019-02-04
Argues that small, fast statistical tools spot root causes in messy distributed stacks by measuring and comparing tagged distributions rather than training big…
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Progress For Big Data In KubernetesBig Data LDN 20182018-11-28
Kubernetes is now ubiquitous (CNCF finds 60–70% of large companies in production) yet it only handles compute; persistent state breaks container fluidity. The…
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The Answer to Life, the Universe, and EverythingStrata Data Conference 2018 - New York, NY2018-09-11
Claims that only ~15% of big-data projects reach production (Gartner) versus many teams hitting near 100% readiness by building repeatable platforms. Shows…
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Big News for Big Data in Kubernetes #bbuzzBerlin Buzzwords 20182018-06-11
Kubernetes now supports running a full software-defined storage layer as a cluster-managed service via a new plugin so containers can hold large state without…
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Turning the internet upside down: Driving big data right to the edgeStrata + Hadoop World 20172017-03-13
Argues the Internet flips from cloud-centric to device-first and shows a working stack: MapR Data Fabric spanning cloud, regional cores and tiny edge clusters…
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Keynote: How Can We Take Flink Forward?Flink Forward Berlin 20162016-09-12
Flink is already a unified streaming-and-batch engine with technical advantages, but the pivotal need is production adoption not more features. A prototype for…
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Panel: Large Scale Streaming in ProductionFlink Forward Berlin 20162016-09-12
Companies report running Flink at production scale: millions of messages per second ingested, Netflix processes 1.4 petabyte/day, and teams at Alibaba and Uber…
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Faster and Furiouser: Flink DriftFlink Forward Berlin 20162016-09-12
Engineers push Apache Flink on a MapR streaming transport against the Yahoo streaming benchmark (impressions → enrich with campaign ID → keyed windowed…
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Interview with Ted DunningFlink Forward Berlin 20162016-09-12
MapR helps bring Stratosphere into Apache and the project becomes Flink as it shifts from research into enterprise use. Key engineering changes include…
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Fast Cars, Big Data - How Streaming Can Help Formula 1 #bbuzzBerlin Buzzwords 20162016-06-05
A physics-based Spa‑Francorchamps simulator generates realistic F1 telemetry and streams it through MapR Streams (Kafka-compatible) into MapR‑DB, visualized…
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Ted Dunning, Chief Application Architect, MapRMLconf ATL 20152015-09-18
Explains a practical recipe: compute co‑occurrence with the G test (log‑likelihood ratio), rank surprising pairs, and use those scores for recommendations…
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Practical t-digest Applications #bbuzzBerlin Buzzwords 20152015-05-31
Algorithm computes approximate quantiles with constant relative accuracy (very tight at tails, looser near median) by merging sorted points into centroids with…
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What and Why and How: Apache Drill 1.0 #bbuzzBerlin Buzzwords 20152015-05-31
Apache Drill 1.0 claims to run SQL directly over JSON and files without ETL by using late-binding SQL with any type that observes an empirical schema per row…
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Time Series DatabasesStrata + Hadoop World Conference in Barcelona 20142014-11-19
The book Time Series Databases lays out how to collect and store high-volume sensor data, recommends NoSQL store patterns, and shows concrete designs and…
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Ted Dunning, Chief Application Architect, MapRMLconf SF 20142014-11-14
Describes extending co‑occurrence recommenders to near real‑time updates by pruning histories with an interaction cut and capping item frequency (frequency…
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Real Time Datamining and Aggregation at ScaleBerlin Buzzwords 20122012-06-04
Claims that Storm and Hadoop can cooperate to deliver sub-5 ms typical latencies and <5 s worst-case for a sample metrics app while keeping years of durable…
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