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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News
04 Feb 2025
Assessing if DeepSeek is safe to use in the enterprise
The AI vendor has found popularity with its reasoning model. However, based on geopolitical tensions and safety tests, there are questions about whether enterprises should use it. Continue Reading
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News
31 Jan 2025
Intel axes Falcon Shores amid market challenges
Intel decides its limited resources would be better spent on Falcon Shores' successor, Jaguar Shores. Continue Reading
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Tip
27 Feb 2023
Inside the MLOps lifecycle stages
Developers tasked to train machine learning models are turning to the MLOps lifecycle. The different stages are meant to increase operational speed and efficiency. Continue Reading
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News
24 Feb 2023
Infrastructure to support Open AI's ChatGPT could be costly
Corporate users looking to implement OpenAI's ChatGPT internally likely need to upgrade infrastructure with a massive number of GPUs. Continue Reading
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News
22 Feb 2023
AWS, Hugging Face and the growing generative AI competition
The tech giant and LLM vendor team up as rivalry intensifies between Microsoft and Google in the generative AI war. The partnership is Amazon's response to the competition. Continue Reading
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News
15 Feb 2023
Nvidia and Intel partner to power new workstations
The new workstations will bring together powerful AI computing, rendering and simulation horsepower for data science workloads and media and healthcare enterprises. Continue Reading
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News
10 Feb 2023
U.S. AI research goal is to innovate and stay ahead of China
The U.S. government has released a report outlining plans to build a National AI Research Resource democratizing access to AI research and development resources. Continue Reading
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Tip
10 Feb 2023
The role of automation in SD-WAN
API integration, machine learning and AIOps are vital to achieve the benefits of SD-WAN automation, which include better network performance and faster operations. Continue Reading
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Definition
10 Feb 2023
scientific method
The scientific method is the process of objectively establishing facts through testing and experimentation. Continue Reading
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Definition
27 Jan 2023
thing (in the internet of things)
A thing, in the context of the internet of things (IoT), refers to any entity or physical object such as a device that forms a network and has the ability to transfer data with other devices over the network. Continue Reading
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Tip
25 Jan 2023
Centralized services as a hedge against shadow IT's escalation
Proliferation of cloud, AI and integration tools has increased the deployment security risks of shadow IT and the need to centralize business functions and share support services. Continue Reading
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Tip
19 Jan 2023
Building a shared services organization structure
Amid the shifting economic climate and new reality of hybrid workforces, there's no better time for companies to consolidate business functions and centralize support services. Continue Reading
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Definition
19 Jan 2023
first-order logic
First-order logic (FOL) refers to logic in which the predicate of a sentence or statement can only refer to a single subject. Continue Reading
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News
19 Jan 2023
DataStax acquires ML vendor as part of AI evolution
The acquisition will let customers apply machine learning to real-time events. It is a natural step toward AI technology for the vendor as it looks to stay competitive. Continue Reading
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Tutorial
18 Jan 2023
Map physical GPUs to VMs with this GPU passthrough guide
Learn how to set up GPU passthrough -- a useful technique to support graphically intensive apps and machine learning models -- with a step-by-step tutorial for VMware environments. Continue Reading
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News
10 Jan 2023
Nvidia, Intel team up on energy efficient AI server
Nvidia and Intel go from competitors to partners by jointly developing a system designed to push heavy AI workloads and offer users significant energy savings. Continue Reading
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News
06 Jan 2023
AMD doubles down on AI with new Ryzen 7000 chips
Looking to take on market leader Nvidia, AMD unveiled its first Ryzen 7000 series chip that includes a built-in AI engine to speed artificial intelligence content creation. Continue Reading
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News
21 Dec 2022
Biggest AI news of 2022
From misinformation and disinformation in the war in Ukraine to James Earl Jones lending his voice to voice cloning, these are the most notable stories of the year. Continue Reading
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Feature
14 Dec 2022
How AI can assist industries in environmental protection efforts
While technology for environmental protection isn't a new concept, AI advancements empower businesses to achieve sustainable operations. Continue Reading
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Tip
06 Dec 2022
How significant is AI's role in Industry 4.0?
Many examples exist to demonstrate the effectiveness of AI in Industry 4.0. It entails the newest revolution in manufacturing, so naturally advanced tech like AI will play a crucial role. Continue Reading
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News
30 Nov 2022
AWS adds governance, geospatial tools to Amazon SageMaker
The cloud computing giant added data governance and geospatial tools to its machine learning platform and provided 40 new data connectors to Data Wrangler. Continue Reading
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News
17 Nov 2022
What Microsoft, Nvidia AI supercomputer partnership means
The public cloud supercomputer will incorporate A100 and H100 GPUs and the chipmaker's AI enterprise software suite. It will enable enterprises to build large AI models at scale. Continue Reading
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Feature
08 Nov 2022
How AI in weather prediction can aid human intelligence
AI and machine learning models are becoming more widely used in climate prediction and disaster preparedness to aid experts without replacing them. Continue Reading
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Definition
07 Nov 2022
falsifiability
Falsifiability is the capacity for some proposition, statement, theory or hypothesis to be proven wrong. Continue Reading
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Feature
31 Oct 2022
James Earl Jones, AI and the growing voice cloning market
The growing text-to-speech and speech-to-speech market is sparking new enterprise applications. However, the technologies also raise concerns about privacy and misuse of the tools. Continue Reading
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Feature
31 Oct 2022
Defining requirements key to manage machine learning projects
Machine learning projects are likely to fail without proper planning. 'Managing Machine Learning Projects' provides guidance on how to plan by defining ML project requirements. Continue Reading
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News
18 Oct 2022
Oracle Cloud Infrastructure incorporates Nvidia GPUs and AI
Nvidia GPU chips will support Oracle Cloud Infrastructure. Also, OCI users will have access to Nvidia's Enterprise AI system and Clara healthcare-specialized platform. Continue Reading
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News
04 Oct 2022
RPA vendor Automation Anywhere aims at process discovery
While the vendor's new platform is geared towards automation, the market is shifting. Many enterprises are now moving away from RPA and toward process mining and discovery. Continue Reading
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News
27 Sep 2022
Chipotle pilots AI systems to assist workers and diners
The fast-food chain is trying out AI-powered cook assistants and consumer experience programs. Its tortilla-making bot will start making chips for some consumers next month. Continue Reading
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News
22 Sep 2022
Domino Data Lab partnerships target AI project management
The vendor has integrated its Nexus MLOps platform with Nvidia GPU architecture and the NetApp data management and storage system to help organizations better deploy ML projects. Continue Reading
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News
14 Sep 2022
AI vendor SambaNova intros next generation of DataScale
The AI vendor released an updated version of its DataScale system. The new system boasts improved performance and expanded memory for enterprises working with large models. Continue Reading
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Tip
05 Aug 2022
What an AI-driven network looks like
Log analysis and wireless management are common AI use cases in networking. Future applications could include chatbot alerts, digital experience monitoring and traffic engineering. Continue Reading
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News
02 Aug 2022
UiPath acquires NLP vendor in effort to expand beyond RPA
The vendor's acquisition aligns with its strategy of expanding beyond its robotic process automation footprint to try to compete more effectively with tech giants. Continue Reading
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News
14 Jul 2022
AI21 secures $64M in funding as NLP market grows
AI21 Labs is now worth $664 million. Its growth shows the demand for more language models and tools despite the dominance of models like OpenAI's GPT-3, GPT-J and GPT-Neo. Continue Reading
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Feature
19 May 2022
How AI and automation play a role in ITOps
Tech professionals agree that AI, intelligent automation and cybersecurity play important roles in the enterprise and can revolutionize ITOps when implemented and used correctly. Continue Reading
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Conference Coverage
10 May 2022
IBM Think 2022 news, trends and analysis
AI adoption is driving advancement of cybersecurity and other business processes. At IBM Think 2022, enterprise leaders will learn how to capitalize on game-changing technologies. Continue Reading
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News
04 May 2022
TeamViewer's AiStudio: AI is the next evolution for AR
Frontline's new add-on enables enterprises to train models for image and object recognition. The system can detect shop floor warning signs and other safety problems. Continue Reading
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News
28 Apr 2022
AI's effects on climate change: Both good and bad
With more companies building supercomputers and infrastructure that requires a lot of compute power, AI may be doing more harm than good to the planet. Continue Reading
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News
27 Apr 2022
How a startup uses a facial recognition engine during COVID-19
Sentry Interactive uses an AI facial recognition system in its Tower platform, a device that enables organizations to help people safely and securely enter buildings. Continue Reading
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News
27 Apr 2022
HPE targets machine learning with AI platforms
The Machine Learning Development System is a full stack of software and hardware for training and building models. Swarm Learning enables enterprises to share data at the edge. Continue Reading
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Tip
20 Apr 2022
Use an AI governance framework to surmount challenges
As AI governance adapts to the rapidly expanding field of AI, businesses need a holistic framework to surmount challenges with clearly defined roles and responsibilities. Continue Reading
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News
07 Apr 2022
Making AI systems responsible, competitive and functional
Many enterprises have a tough time building fair and trustworthy models. Doing so could be profitable for enterprises, while not doing so could be catastrophic. Continue Reading
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News
05 Apr 2022
New IBM Z mainframe blunts quantum cyber attacks
Looking to compete with AI-based supercomputer vendors, IBM unveiled a Z mainframe armed with new AI features and security that deflects attacks launched from quantum computers. Continue Reading
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Feature
04 Apr 2022
Spotify personalizes audio experiences with machine learning
The streaming platform builds models using analytics, data from users and content to create a personalized audio experience for users and try to keep them as long-term customers. Continue Reading
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News
30 Mar 2022
Enterprises not focused enough on AI governance, security
AI has reached a plateau, with many organizations using similar AI and machine learning tools. But enterprises have been slow to implement AI ethics and effective cybersecurity. Continue Reading
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News
22 Mar 2022
Nvidia shows updated AI, omniverse tools for enterprises
Software is the engine that powers many of the AI hardware and software giant's systems, including a new computing system for the omniverse, according to CEO Jensen Huang. Continue Reading
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News
22 Mar 2022
Nvidia beefs up its line of AI supercomputers, chips
Nvidia rolls out a new GPU architecture, supercomputers and chips that in concert will aid developers in creating the hardware foundation for the next generation of AI applications and services. Continue Reading
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News
17 Mar 2022
Dialysis lab uses SambaNova, DeLorean AI for renal care
The lab ingests data from test results of kidney patients into the AI engine. The engine finds patterns and provides recommendations for the best care for patients. Continue Reading
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Feature
14 Mar 2022
AI and disinformation in the Russia-Ukraine war
From false videos circulating on TikTok to AI-generated humans and deepfakes, the Russia-Ukraine war is playing out both in the physical world and virtually. Continue Reading
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News
10 Mar 2022
RPA market expected to plateau in the next few years
While the technology was useful during the pandemic, enterprises are shifting away from its simple fix and are looking at more complex ways of automating business processes. Continue Reading
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Feature
07 Mar 2022
Swiss retailer uses open source Ray tool to scale AI models
Ricardo uses Anyscale's Ray for scaling its product classification models. Ray helps enterprises scale their applications from a laptop to the cloud. Continue Reading
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News
04 Mar 2022
Data crucial for finance companies using AI
Organizations in credit, banking and insurance must pay attention to data to build explainable models. This Q&A with an AI vendor CEO explores data, governance and explainability. Continue Reading
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News
23 Feb 2022
SambaNova unveils GPT Banking for financial industry
The product is aimed at giving financial institutions deep learning language capabilities. However, deep learning is hard to navigate in the finance industry. Continue Reading
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Tip
17 Feb 2022
Why NetOps is a bridge to AIOps
As IT infrastructure grows more complex, NetOps teams should identify ways to ensure their networks remain operational and perform at peak levels. One option is AIOps. Continue Reading
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News
17 Feb 2022
Nintex expands range by acquiring RPA vendor Kryon
Acquiring Kryon enables Nintex to expand its scale. Robotic process automation is important for enterprises seeking digital transformation in their business. Continue Reading
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News
08 Feb 2022
Nvidia, Arm deal fails after heightened regulatory scrutiny
Nvidia's acquisition of Arm Ltd. faced its share of regulatory hurdles, but the global semiconductor chip shortage prompted increased scrutiny of the chip-related deal. Continue Reading
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News
07 Feb 2022
IRS drops facial recognition plans after criticism
The agency said it will no longer require taxpayers to use a third-party website to authenticate identity and will develop its own tools to boost security and prevent fraud. Continue Reading
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Feature
02 Feb 2022
What's the status of AI in networking?
The use cases for AI are expanding, but despite the advantages, network pros have yet to implement AI fully. Three analysts explain the status of AI in enterprise networks. Continue Reading
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Feature
27 Jan 2022
Piloting machine learning projects through harsh headwinds
To get machine learning projects off the ground and speed deployments, data science teams need to ask questions on a host of issues ranging from data quality to product selection. Continue Reading
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Tip
26 Jan 2022
AI's growing cybersecurity role
Artificial intelligence capabilities are increasingly used to detect cybersecurity threats. As threats proliferate, AI cybersecurity capabilities will likely be the norm. Continue Reading
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Tip
25 Jan 2022
Securing AI during the development process
AI systems can have their data corrupted or 'poisoned' by bad actors. Luckily, there are protective measures developers can take to ensure their systems remain secure. Continue Reading
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News
25 Jan 2022
Nvidia Arm deal another step closer to -- death?
Negotiations of the long-awaited Nvidia acquisition of Arm Ltd. have come to a halt with rumors of Nvidia telling partners they can't come to agreement on a deal. Continue Reading
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News
24 Jan 2022
Meta AI supercomputer looks toward the metaverse
The tech giant will use its new AI Research Supercluster internally for NLP and computer vision and to build new technologies for the metaverse. Continue Reading
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Feature
21 Jan 2022
How cloud RPA is key to automation's future
Companies have traditionally used robotic process automation (RPA) as on-premises software but are now embracing cloud RPA as its business benefits are outweighing the drawbacks. Continue Reading
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News
19 Jan 2022
Nvidia releases updates to AI enterprise suite
The AI suite includes a full integration with Tanzu, giving enterprises the flexibility to run workloads on containers and VMs. The vendor also introduced two new servers. Continue Reading
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Feature
29 Dec 2021
Efforts to craft AI regulations will continue in 2022
Regulating AI can be challenging for many reasons, including varying definitions of fairness and explainability. However, AI regulations will be a top focus for lawmakers in 2022. Continue Reading
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Definition
22 Dec 2021
edge AI
Edge artificial intelligence (edge AI) is a paradigm for crafting AI workflows that span centralized data centers (the cloud) and devices outside the cloud that are closer to humans and physical things (the edge). Continue Reading
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Feature
16 Dec 2021
Language models and the metaverse top AI stories of 2021
From moves toward government regulation to the metaverse, language models getting bigger and autonomous vehicle tech slowing, these are some of the biggest stories of the year. Continue Reading
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News
07 Dec 2021
Microsoft unveils responsible AI guidelines and dashboard
The tech giant unveiled 10 guidelines for organizations to consider when building AI models, and a dashboard that data scientists can use to ensure their models are ethical. Continue Reading
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News
02 Dec 2021
AWS SageMaker equipped with new features for model building
The tech giant revealed new tools for its AI and machine learning platforms geared toward making model building easier for enterprises and users. Continue Reading
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News
15 Nov 2021
DataRobot introduces AI Cloud for Industries
The independent AI vendor has created a taxonomy for specific industries by building out its AI Cloud platform on which customers can take advantage of industry-specific services. Continue Reading
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News
03 Nov 2021
Oracle Cloud Infrastructure gets an AI boost
The vendor added AI services to its public cloud. The prebuilt machine learning algorithms enable users to automate language, speech, vision, anomaly detection and forecasting. Continue Reading
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News
02 Nov 2021
Microsoft gives enterprises preview of Azure OpenAI service
During the Ignite 2021 virtual conference, the tech giant previewed its new enterprise AI language service that it said provides enterprises with security, compliance and scale. Continue Reading
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News
26 Oct 2021
Teradata and H2O.ai partner on multi-cloud platform
The partnership between the open source AI vendor and veteran data service provider demonstrates the emphasis enterprises are now placing on the data in their AI systems. Continue Reading
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Feature
23 Sep 2021
SambaNova makes a mark in the AI hardware realm
The startup says it is innovating AI hardware systems with its data flow architecture that enterprises can use to be more efficient when processing large AI data sets. Continue Reading
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Feature
23 Sep 2021
A look at AI trends and bias in AI algorithms
In the past few years, more and more organizations have focused on AI. However, just as the use of AI and machine learning has expanded, concern about AI bias is also growing. Continue Reading
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News
14 Sep 2021
AI hardware and software: The key to eBay's marketplace
At the AI Hardware summit 2021, an eBay exec discusses how its similarity system enables it to build an AI-driven marketplace for better latency and throughput. Continue Reading
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Feature
14 Sep 2021
Why companies should use AI for fraud management, detection
AI is involved in many cybersecurity processes. Now it's making inroads in fraud management and detection. The benefits, however, are not without AI's nagging bias challenge. Continue Reading
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Feature
08 Sep 2021
Expanding explainable AI examples key for the industry
Improving AI explainability and interpretability are keys to building consumer trust and furthering the technology's success. Continue Reading
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Feature
12 Aug 2021
Why transparency in AI matters for businesses
To ensure model accuracy, businesses need to understand why their machine learning models make their decisions. Certain tools and techniques can help with that. Continue Reading
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News
30 Jun 2021
Dell HPC and AI work spawn deployment-easing Omnia software
Dell Technologies spotlighted its open source Omnia software as part of its latest initiatives to ease the deployment and management of HPC, AI and data analytics workloads. Continue Reading
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News
29 Jun 2021
Nvidia partners with Google Cloud to boost AI for 5G app dev
Nvidia continues its aggressive push into both the AI and 5G markets, partnering with Google Cloud to aid in development of AI apps for the data center to the edge. Continue Reading
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News
09 Jun 2021
DataRobot integrates AI modeling tools with Snowflake
The AI vendor and cloud data warehouse vendors' latest collaboration will enable joint customers to develop and deploy AI models with fewer production lags. Continue Reading
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Feature
08 Jun 2021
Advanced SQL skills boost data scientists' value
Learning advanced SQL skills can help data scientists effectively query their databases and unlock new insights into data relationships, resulting in more useful information. Continue Reading
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News
02 Jun 2021
Nvidia extends its AI reach with cloud development hub
Nvidia debuted a development platform to speed the development and delivery of AI projects, along with a monthly subscription plan that allows access to its DGX SuperPod servers. Continue Reading
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Feature
24 May 2021
Designing and building artificial intelligence infrastructure
Building an artificial intelligence infrastructure requires a serious look at storage, networking and AI data needs, combined with deliberate and strategic planning. Continue Reading
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News
21 May 2021
Google racing to catch up in growing enterprise AI market
At Google I/O this week, the tech giant launched a new enterprise machine learning platform and language recognition model, and advanced other AI products under development. Continue Reading
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Feature
17 May 2021
8 considerations for buying versus building AI
Business leaders should consider their employees' technical expertise, technology budgets and regulatory needs, among other factors, when deciding to build or buy AI. Continue Reading
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Feature
14 May 2021
Addressing 3 infrastructure issues that challenge AI adoption
One of the biggest problems enterprises run into when adopting AI infrastructure is using a development lifecycle that doesn't work when building and deploying AI models. Continue Reading
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News
11 May 2021
DataRobot looks to enterprise AI coders with Zepl acquisition
By acquiring cloud data science and analytics platform vendor Zepl, DataRobot gives data scientists a cloud-native, self-service notebook to write tasks and custom models. Continue Reading
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News
11 May 2021
IBM hangs its hopes on hybrid clouds, AI to revive growth
After a decade of stagnant growth, IBM is betting all of its chips that hybrid clouds, new partnerships and AI will catapult it to a more competitive position. Continue Reading
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News
14 Apr 2021
SambaNova funding round brings in $676 million
SambaNova's large funding round shows that investors are confident in the startup's AI chips, as well as in the AI hardware market. SambaNova competes with Nvidia. Continue Reading
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News
12 Apr 2021
Nvidia releases new AI software, hardware
Among the AI news from its virtual conference, Nvidia introduced a new DGX SuperPod, an Arm-based CPU, and the general availability of Jarvis, a conversational AI framework. Continue Reading
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News
23 Mar 2021
Abbyy releases Vantage 2 and a new skills marketplace
Abbyy aims at further injecting automation and intelligence into its products with the launch of a new marketplace and an update to its Vantage platform. Continue Reading
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News
05 Mar 2021
Samsung adds AI processor in memory to high-bandwidth memory
Samsung's new in-memory processing architecture brings compute capability to high-bandwidth memory to address data bottlenecks with AI and HPC workloads. Continue Reading
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Feature
04 Mar 2021
Edge AI brings new uses to IoT devices
A Lenovo executive describes AI at the edge, highlighting how this rapidly advancing technology unlocks new automations and capabilities within IoT devices. Continue Reading
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News
02 Mar 2021
Microsoft brings Azure AI to the edge with Azure Percept
Azure Percept includes software for building machine learning models or deploying pre-built models, as well as hardware to deploy the models at the edge. Continue Reading
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News
24 Feb 2021
Robotics company Berkshire Grey will go public
Berkshire Grey is the latest AI firm to go public, after the robotics vendor said it will merge with a special-purpose acquisition company. The move comes amid a surge in AI IPOs. Continue Reading
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Feature
19 Feb 2021
Nvidia acquisition of Arm faces industry, regulatory hurdles
Nvidia's acquisition of Arm Ltd. could change the chipmaker landscape and is reportedly raising industry and regulatory eyebrows. Continue Reading
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Feature
17 Feb 2021
Artificial general intelligence in business holds promise
While AGI in business remains unattainable today, truly intelligent systems, chatbots and predictive analytics are potential use cases enterprises should keep their eyes on. Continue Reading
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News
11 Feb 2021
Autonomous truck startup raises $200M but faces competition
The investment will fund Plus' autonomous driving software, which could enable long-haul trucks to drive themselves along long stretches of highway. Continue Reading
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Feature
26 Jan 2021
Data democratization strategy for machine learning enterprise
In the enterprise, data democratization works to break down data silos by opening access to an organization's data across teams in an effort to improve workflows. Continue Reading