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Machine learning model serving architectures

Xebia

Selecting the right architectural serving pattern is paramount in creating the most business value from your model. In this blog we will discuss the most common serving architectures 1 ; batch predicting, on-demand synchronous serving and streaming serving. How to choose your serving architecture? It doesn’t have to be.

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6 key considerations for selecting an AI systems vendor

CIO

Choosing the right AI systems vendor – one with the right capabilities – won’t solve all these issues. To achieve AI success, IT leaders need a systems vendor who goes far beyond simply plugging the latest GPU processor into a standard rack-mount server. But it can simplify achieving your AI goals.

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Transitional Architecture

Martin Fowler

During displacement the legacy and new system will have to operate simultaneously allowing behavior to be split between old and new. Ian Cartwright, Rob Horn, and James Lewis explain how to build and evolve a Transitional Architecture that supports this collaboration as it changes over time.

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What is enterprise architecture? A framework for transformation

CIO

Enterprise architecture definition Enterprise architecture (EA) is the practice of analyzing, designing, planning, and implementing enterprise analysis to successfully execute on business strategies. It can also help businesses navigate complex IT structures or to make IT more accessible to other business units.

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Building Evolvable Architectures

Speaker: Dr. Rebecca Parsons, CTO of ThoughtWorks

It’s no surprise many CIOs and CTOs are struggling to adapt, in part because their architecture isn’t equipped to evolve. This webinar will discuss what’s at stake if companies continue to use long term architecture plans. How to address technical debt and retrofit existing systems to support better evolution.

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Software Architecture Design Patterns for Serverless System

Dzone - DevOps

Since the concept of a “ serverless ” system is gaining traction, you’re likely to develop curiosity in this regard. With an assurance of flexibility, scalability, and cost-effectiveness, the serverless system brings a paradigm shift in the software development arena. But, it isn’t a big deal to understand the reasons for it.

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Agile Book Club: System Architecture

James Shore

But what about the components that make up a deployed system? Those components and interactions form your system architecture. Evolutionary System Architecture. ?? Discussion prompts: How have you seen teams approach designing system architecture? Doc Norton joins us to explore this question further.

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Product Transformation: Adapting Your Solutions for Cloud Models

Speaker: Ahmad Jubran, Cloud Product Innovation Consultant

Many do this by simply replicating their current architectures in the cloud. Those previous architectures, which were optimized for transactional systems, aren't well-suited for the new age of AI. In this webinar, you will learn how to: Take advantage of serverless application architecture.

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Top Considerations for Building an Open Cloud Data Lake

In this paper, we explore the top considerations for building a cloud data lake including architectural principles, when to use cloud data lake engines and how to empower non-technical users. Read this paper to learn about: The value of cloud data lakes as the new system of record.

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Monitoring AWS Container Environments at Scale

Particularly well-suited for microservice-oriented architectures and agile workflows, containers help organizations improve developer efficiency, feature velocity, and optimization of resources. Key metrics to monitor when leveraging two container orchestration systems. Containers power many of the applications we use every day.

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Architect Your Organization for Effectiveness, Productivity, and Joy

Speaker: Ron Lichty, Consultant: Interim VP Engineering, Ron Lichty Consulting, Inc.

As a senior software leader, you likely spend more time working on the architecture of your systems than the architecture of your organization. In fact, the impact of software architecture parallels the impact of organizational structure. Yet, structuring our teams and organizations is a critical factor for success.

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Why Distributed Tracing is Essential for Performance and Reliability

Speaker: Daniel "spoons" Spoonhower, CTO and Co-Founder at Lightstep

Many engineering organizations have now adopted microservices or other loosely coupled architectures, often alongside DevOps practices. Understand a distributed system and improve communication among teams. Together these have enabled individual service teams to become more independent and, as a result, have boosted developer velocity.