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43:05

Design Patterns for Large-Scale Real-Time Learning

Posted by Sean Owen  on  Apr 15, 2014

Sean Owen provides examples of operational analytics projects, presenting a reference architecture and algorithm design choices for a successful implementation based on his experience Oryx/Cloudera.

44:45

From The Lab To The Factory: Building A Production Machine Learning Infrastructure

Posted by Josh Wills  on  Jan 16, 2014

Josh Wills discusses using Hadoop technologies to build real-time data analysis models with a focus on strategies for data integration, large-scale machine learning, and experimentation.

42:04

Stream Processing: Philosophy, Concepts, and Technologies

Posted by Dan Frank  on  Nov 10, 2013 1

Dan Frank discusses stream data processing and introduces NSQ – Bitly’s open source queuing system – and other new technologies used for communication between streaming programs.

53:38

High Speed Smart Data Ingest into Hadoop

Posted by Oleg Zhurakousky  on  Oct 24, 2013

Oleg Zhurakousky discusses architectural tradeoffs and alternative implementations of real-time high speed data ingest into Hadoop.

45:11

Making the Internet a Better Place: Scaling AppNexus

Posted by Mike Nolet  on  Oct 18, 2013

Mike Nolet shares lessons learned scaling AppNexus and architectural details of their system processing 30TB/day: Hadoop, DNS built in GSLB and Keepalived, and real-time data streaming built in C.

48:16

Integrating SQL & NoSQL & NewSQL & Realtime Data Intelligence for the Financial Industry

Posted by Charles Cai, Ashwani Roy  on  Apr 14, 2013 2

Charles Cai, Ashwani Roy discuss a robust, cost effective, hypothetical solution to address extreme challenges in financial institutions, from decision making support to pricing and risk management.

SocketStream - A New Framework for a New Web

Posted by Owen Barnes  on  Jan 25, 2013

Owen Barnes introduces SocketStream, a Node.js framework for building single-page real-time web applications that access all of their data via WebSocket.

Facebook News Feed: Social Data at Scale

Posted by Serkan Piantino  on  Nov 26, 2012 1

Serkan Piantino discusses news feeds at Facebook: the basics, infrastructure used, how feed data is stored, and Centrifuge – a storage solution.

Real-Time Delivery Architecture at Twitter

Posted by Raffi Krikorian  on  Oct 23, 2012 3

Raffi Krikorian details Twitter’s timeline architecture, its “write path” and “read path”, making it possible to deliver 300k tweets/sec.

View Server: Delivering Real-Time Analytics for Customer Service

Posted by Richard Tibbetts  on  Sep 28, 2012

Richard Tibbetts presents a three-tier architecture for real-time data staging analysis, storing the results and delivering them to clients as a service accessible through a variety of interfaces.

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