AI infrastructure
Enterprises investing in deep learning platforms need AI infrastructure sufficient enough to synthesize a massive amount of data. Find the information you need to make decisions about AI-specific compute architectures -- from GPU-packed servers to highly scalable clustered computing systems built for big data and machine learning applications.
Top Stories
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Opinion
15 Apr 2025
Google Cloud Next 2025: Ambition to lead AI agent ecosystem
The cloud giant delivered new tools to provide interoperability, enterprise security, powerful reasoning-capable models and low-latency infrastructure for AI. Continue Reading
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News
09 Apr 2025
Trump puts stamp on CHIPS Act deals with new office
President Donald Trump tasks a new U.S. Investment Accelerator office with managing the CHIPS Program Office and reducing businesses' regulatory burdens. Continue Reading
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Feature
03 Jul 2019
The future of voice assistants is multiturn conversations
The future looks promising for voice assistants, but for them to really live up to the hype, they are going to have to improve at true multiturn conversations. Continue Reading
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Tip
03 Jun 2019
3 rules for succeeding with AI and IoT at the edge
Edge computing, IoT and AI can be confusing terms individually; combine the three and confusion only grows. Learn three key rules for deploying AI and IoT at the edge of your network. Continue Reading
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News
07 May 2019
Google's Cloud TPU v2, v3 Pods accelerate ML training
For the first time, Google Cloud TPU Pods are available in public beta, enabling machine learning developers and engineers to more quickly deploy and train models. Continue Reading
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Feature
07 May 2019
Berklee uses SnapLogic for its AI in higher education needs
Berklee College of Music needed intelligent integration for its two student portals after a merger with the Boston Conservatory. The college chose SnapLogic to connect the systems. Continue Reading
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Feature
02 May 2019
ShopRunner uses Databricks for machine learning in retail
Databricks user ShopRunner talks about the tools showed at Spark + AI Summit 2019, such as MLflow and Databricks Delta Lake. And Datameer reveals new Databricks integration. Continue Reading
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News
19 Apr 2019
Machine learning on edge devices solves lack of data scientists
Enterprises are having a hard time hiring data scientists, who are scarce and high-priced. But as edge devices get smarter, they may not need them as badly. Continue Reading
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Feature
18 Apr 2019
Federated deep learning offers new approach to model training
Training deep learning models puts a massive strain on enterprise infrastructure, but federated learning, which trains models on endpoint devices, could lessen some of the demand. Continue Reading
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News
10 Apr 2019
New Google Cloud AI Platform unifies AI development tools
Google's newly unveiled AI Platform offers AI developers a collaborative environment to test, train and deploy machine learning and deep learning models. Continue Reading
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News
08 Apr 2019
IBM PowerAI workstation eases AI app development, lowers cost
IBM has delivered a low-cost workstation tuned to work hand in hand with its Power AC922 server to lower the bar of entry for AI application development. Continue Reading
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Feature
29 Mar 2019
Data preparation for machine learning still requires humans
Looking to AI to automate more of your processes? Don't overlook the labor that's still needed to prepare data for training machine learning and AI algorithms. Continue Reading
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Feature
15 Mar 2019
Researchers race for quantum AI as quantum computing advances
Machine learning is likely to be an early application of quantum computers, as researchers and developers look for the key to a more human-like artificial intelligence. Continue Reading
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Feature
12 Mar 2019
AI in accounting boosts compliance and fraud detection
Accounting and finance teams are using AI tools to speed document review and other error-prone processes, which gives a boost to fraud detection and compliance efforts. Continue Reading
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News
06 Mar 2019
Google AI division open sources GPipe neural network library
Google AI, the AI research and development team at Google, made GPipe a framework for building large-scale and accurate deep neural networks open source. Continue Reading
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Feature
05 Mar 2019
AI as a service democratizes benefits of new tech tools
The emergence of AI-as-a-service tools is helping more enterprises access the benefits of AI, not just the leading-edge tech companies that pioneered the technology. Continue Reading
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Tip
28 Feb 2019
Perfect AI-defined infrastructure by analyzing your data center
Before implementing AI, evaluate your IT team and data storage center. Experts explain the fundamental elements of data storage required to tailor an AI-defined infrastructure. Continue Reading
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News
22 Feb 2019
Google Cloud Speech-to-Text, Text-to-Speech see upgrades
Google upgrades its cloud-based speech and text products with higher accuracy levels, new WaveNet voice options and support for several new languages. Continue Reading
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Feature
15 Feb 2019
AI for customer experience powers gains at enterprises
Customer experience is growing more central to enterprises' digital strategies, and AI is increasingly driving much of their engagement and retention efforts. Continue Reading
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News
14 Feb 2019
IBM Watson OpenScale: AI control, monitoring for any cloud
OpenScale, a new IBM AI product, enables organizations to monitor their AI models. Global services provider KPMG is using OpenScale to help power its own AI monitoring tool. Continue Reading
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News
11 Jan 2019
Intel AI chip aims to boost inference for AI users
Adding to the Intel Nervana chip line, Intel and Facebook are expected to launch in the second half of 2019 a new processor designed to speed up inference. Continue Reading
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News
26 Dec 2018
Hitachi Pentaho integration aims to subdue unstructured data
Hitachi Pentaho data integration presents Hitachi Content Platform as an object-based data lake to send cleansed data to multiple cloud targets. Continue Reading
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Feature
30 Nov 2018
AI use in healthcare ramps up for app maker Cognoa
Applications of AI in healthcare have been relatively restricted due to regulatory and data challenges, but one startup is finding ways to make AI effective. Continue Reading
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Feature
20 Nov 2018
Countries need national strategy for AI to stay competitive
With the Chinese government funding artificial intelligence at an aggressive pace, the U.S. and other countries are facing substantial pressure to step up their investment. Continue Reading
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Feature
05 Nov 2018
AI cybersecurity tools help spot threats before they cause harm
Security pros are increasingly using AI-based cybersecurity tools to stay one step ahead of hackers and minimize vulnerabilities before they can be exploited by bad actors. Continue Reading
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Feature
06 Sep 2018
Machine learning in production challenges developers' skills
Deploying machine learning models requires an entirely different skill set than developing them, and data scientists and engineering teams need to be ready to bridge this gap. Continue Reading
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News
31 Jul 2018
Google's Edge TPU breaks model inferencing out of the cloud
Google's Edge TPU is a force multiplier to compete against the likes of Amazon, IBM and Microsoft, and to attract next-gen app developers. Continue Reading
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Feature
02 Jul 2018
GPU cloud tools take complexity out of machine learning infrastructure
While talk of AI on GPUs is abuzz, actually building a machine learning infrastructure remains a dark art. A startup's PaaS is looking to automate parts of the process. Continue Reading
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News
14 Jun 2018
Quantum computing applications creep forward
Tech vendors and users are moving forward on quantum computing tools and research. While still futuristic, developments bear watching, Forrester's Brian Hopkins says. Continue Reading
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Feature
14 Jun 2018
Tech experts weigh in on the AI hype cycle
AI expectations couldn't be any higher. Read why leading industry experts believe the hype is deserved and what developers can do to deliver on the technology's weighty promise. Continue Reading
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Buyer's Guide
22 May 2018
A complete guide to buying an enterprise AI infrastructure
Take a deep dive into the AI infrastructure market and learn about the vendors, products and strategies necessary to any successful enterprise AI initiative. Continue Reading
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News
18 May 2018
New Intel toolkit OpenVINO supports deep learning on CPUs
A new developer kit from Intel seeks to lower the bar for doing deep learning on CPUs and other types of chips to extract more intelligence from video. Continue Reading
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Feature
11 May 2018
A look at the leading artificial intelligence infrastructure products
The artificial intelligence infrastructure market is young and varied, with enterprise AI vendors offering everything from cloud services to powerful, and expensive, hardware. Continue Reading
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Feature
26 Mar 2018
IT, finance and marketing have uses for AI -- do you?
AI in healthcare improves patient outcomes. AI in IT aids employee compliance and security. AI in logistics, AI in marketing, AI in finance -- learn how your company can use AI. Continue Reading
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Tip
05 Feb 2018
Artificial intelligence data storage planning best practices
AI storage planning is similar to the storage planning you're used to: Consider capacity, IOPS and reliability requirements for source data and the application's database. Continue Reading
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Quiz
22 Jan 2018
Gauge your knowledge of cloud providers' AI technologies
As enterprise interest grows, major cloud providers continue to unveil machine learning and AI services. See how much you know about their offerings with this brief quiz. Continue Reading