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All Blog Posts Tagged 'Architecture' (5)

Big Data Architecture in Data Processing and Data Access

I started my career as an Oracle database developer and administrator back in 1998. Over the past 20+ years, it has been amazing to see how IT has been evolving to handle the ever growing amount of data, via technologies including relational OLTP (Online Transactional Processing) database, data warehouse, ETL (Extraction, Transformation and Loading) and OLAP (Online Analytical Processing) reporting, big data and now AI, Cloud and IoT.  All these technologies were enabled by the rapid…
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Added by Stephanie Shen on June 23, 2019 at 7:30am — No Comments

Model Serving: Stream Processing vs. RPC / REST - A Deep Learning Example with TensorFlow and Kafka

Machine Learning / Deep Learning models can be used in different ways to do predictions. My preferred way is to deploy an analytic model directly into a stream processing application (like Kafka Streams or KSQL). You could e.g. use the …

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Added by Kai Waehner on July 8, 2018 at 4:26pm — No Comments

Big Data Applications Scaling Using Java Architecture in the Cloud

As an individual user, we are no longer living the world of one computer, rather we are living with living and distributed smart devices. Let us first explore a Single-User/Single-Server Architecture that we used in those times, which we survived, without of much hassle either, we still use this architecture most of the time.

A Single user still use to approach a network via a web application with a local front cache, which then allows user to access requested material as per the…

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Added by Atif Farid Mohammad on December 10, 2013 at 8:54am — No Comments

Lambda Architecture for Big Data Systems

Big data analytical ecosystem architecture is in early stages of development. Unlike traditional data warehouse / business intelligence (DW/BI) architecture which is designed for structured,…

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Added by Michael Walker on December 4, 2013 at 7:57am — 3 Comments

Modern BI Architecture & Analytical Ecosystems

The goal is to design and build a data warehouse / business intelligence (BI) architecture that provides a flexible, multi-faceted analytical ecosystem for each unique organization.

A traditional BI architecture has analytical processing first pass through a data warehouse.

In the new, modern BI architecture, data reaches users…

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Added by Michael Walker on September 12, 2012 at 11:53am — No Comments

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