Artificial intelligence platforms
It's important to be aware of what's available in the artificial intelligence platform market, whether you've only just begun to evaluate AI platforms or have already invested in AI tools such as machine learning. Find valuable insights into how to make enterprise AI software and device decisions and how to integrate those AI tools into your existing IT infrastructure.
Top Stories
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Feature
24 Oct 2024
AI in cloud computing: Benefits and concerns
Businesses see public cloud as the primary vehicle for delivering generative AI's benefits in productivity, operational efficiency and workflow automation, but challenges remain. Continue Reading
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News
22 Oct 2024
Anthropic adds computer use AI tool to Claude
The startup said computer use can let developers automate repetitive tasks, scroll, move a cursor, click buttons and type texts. The function can also help with AI agents. Continue Reading
By- Esther Ajao, News Writer
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News
27 Jul 2022
Ex-Google engineer Blake Lemoine discusses sentient AI
Ex-Google engineer Blake Lemoine discusses why LaMDA and other AI systems may be considered sentient and explains exactly how much AI systems know about consumers. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
21 Jul 2022
DataRobot CEO resigns amid turmoil
DataRobot CEO Dan Wright resigned amid turmoil surrounding 'immoral' stock sales and layoffs. His departure follows the protest resignation of DataRobot's chief AI evangelist last week. Continue Reading
By- Shaun Sutner, News Director
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News
20 Jul 2022
AI predictive analytics startup aims for data analysts
Pecan AI has raised $116 million for its predictive business intelligence platform aimed at data and business analysts. The platform automates model building and deployment. Continue Reading
By- Esther Ajao, News Writer
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Feature
12 Jul 2022
AI for video editing: How one startup is doing it
The vendor's Magnifi platform enables enterprises to generate clips from live or prerecorded videos. The platform uses AI and computer vision to create short clips. Continue Reading
By- Esther Ajao, News Writer
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Opinion
12 Jul 2022
Marketing hype fuels AI predictive network troubleshooting
Vendors are pushing heavily on the benefits of predictive analysis to automatically identify and remediate network issues. But should enterprise customers care? Continue Reading
By- Andrew Froehlich, West Gate Networks
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News
30 Jun 2022
Siemens forges digital twin deal with Nvidia for metaverse
The industrial powerhouse partners with AI hardware/software vendor Nvidia on digital twins, a metaverse technology increasingly used in industrial and manufacturing settings. Continue Reading
By- Shaun Sutner, News Director
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News
26 May 2022
Tech stock sell-off signals tough times for data vendors
In addition to lowering the values of publicly traded data, analytics and AI vendors, the stock market's decline is making it difficult for companies still in their funding phase. Continue Reading
By- Eric Avidon, Senior News Writer
- Shaun Sutner, News Director
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News
25 May 2022
Microsoft invites access to Azure OpenAI Service, GPT-3
Microsoft has invited corporate developers to apply for access to its cloud-based AI model for natural language processing. The service was invitation only. Continue Reading
By- Antone Gonsalves, News Director
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News
05 May 2022
Domino Data Lab releases latest MLOps platform update
Domino 5.2 includes new features for data scientists to find the best model development environment and use Snowflake by automating model deployment to Snowflake's Data Cloud. Continue Reading
By- Esther Ajao, News Writer
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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
By- Esther Ajao, News Writer
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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
By- Esther Ajao, News Writer
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News
14 Apr 2022
How Cerebras CS-2 update stands up to competitors' offerings
The AI vendor's update now includes tighter support for PyTorch and TensorFlow. Focused on complex deep learning applications, Cerebras competes with Microsoft Azure and Nvidia. Continue Reading
By- Esther Ajao, News Writer
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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
By- Esther Ajao, News Writer
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News
17 Mar 2022
DataRobot aims AI Cloud 8.0 at 'unpredictable market'
The updated platform enables organizations to adapt to fast-changing market conditions and perform continuous AI operations. The platform also includes integrations with Snowflake. Continue Reading
By- Esther Ajao, News Writer
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Feature
02 Mar 2022
Enterprise hybrid AI use is poised to grow
Hybrid AI is an approach for businesses that combines human insight with machine learning and deep learning networks. Despite certain challenges, experts believe it shows promise. Continue Reading
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Feature
24 Feb 2022
How a soccer club uses facial recognition access control
The Los Angeles Football Club began using the Rock, an autonomous access platform, in 2021. Players and staff use the Rock to access facilities without a key system. Continue Reading
By- Esther Ajao, News Writer
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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
By- Esther Ajao, News Writer
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Feature
17 Feb 2022
Automated machine learning improves project efficiency
Until recently, machine learning projects had a small chance of success given the amount of time they require. Automated machine learning software speeds up the process. Continue Reading
By- Cameron Hashemi-Pour, Site Editor
- Packt Publishing
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News
17 Feb 2022
AI vendor H2O.ai introduces new deep learning tool
H2O Hydrogen Torch can be used in healthcare, HR and customer experience settings. Users can make models for image, video and natural language processing applications. Continue Reading
By- Esther Ajao, News Writer
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Feature
16 Feb 2022
AutoML platforms push data science projects to the finish line
Data science projects often have trouble reaching the production phase, but automated machine learning platforms are accelerating data scientists' work to help them come to fruition. Continue Reading
By- Cameron Hashemi-Pour, Site Editor
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Feature
16 Feb 2022
Interpretability and explainability can lead to more reliable ML
Interpretability and explainability as machine learning concepts make algorithms more trustworthy and reliable. Author Serg MasÃs assesses their practical value in this Q&A. Continue Reading
By- Cameron Hashemi-Pour, Site Editor
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Feature
11 Feb 2022
Differentiating between good and bad AI bias
As lawmakers and regulators look at ways to make machine learning models fair, some tech vendors are creating tools that aim to enable enterprises to achieve that purpose. Continue Reading
By- Esther Ajao, News Writer
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News
08 Feb 2022
Fintech vendor releases AI tool for commercial real estate
Unlike the residential real estate market, growth in commercial real estate has been slow. A fintech vendor is seeking to fill a market need for commercial real estate data. Continue Reading
By- Esther Ajao, News Writer
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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
By- Makenzie Holland, Senior News Writer
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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
By- Esther Ajao, News Writer
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Feature
07 Feb 2022
How enterprises will use the still-undefined metaverse
Some metaverse systems will affect the future of work and how enterprises operate. However, their impact will be fully seen only after the full meaning of the metaverse is known. Continue Reading
By- Esther Ajao, News Writer
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News
02 Feb 2022
Fallout continues over IRS ID.me facial recognition login
Taxpayers and privacy advocates continue to protest the move by the government agency. The agency may be rethinking its reliance on ID.me's biometric technology. Continue Reading
By- Esther Ajao, News Writer
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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
By- Kathleen Walch, Cognilytica
- Ronald Schmelzer, Cognilytica
- Ron Karjian, Industry Editor
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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
By- John Burke, Nemertes Research
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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
By- Esther Ajao, News Writer
- Ed Scannell, Freelancer
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News
24 Jan 2022
Silicon Labs launches new AI/ML chips, toolkit for edge
The chip vendor's new wireless SoC aims to bring AI and machine learning to the IoT. The systems also use the Matter IP-based protocol to wirelessly connect devices. Continue Reading
By- Esther Ajao, News Writer
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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
By- Esther Ajao, News Writer
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News
13 Jan 2022
Lucidworks releases AI-powered search platform
The vendor's SaaS platform includes a newly released application, Connected Search. It's the first of several releases expected over the next year. Continue Reading
By- Esther Ajao, News Writer
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News
13 Jan 2022
Deloitte launches new metaverse services and studio
The consulting giant's new metaverse service and studio use Nvidia's Omniverse tools. They help creators looking to learn more about and build virtual and augmented reality worlds. Continue Reading
By- Esther Ajao, News Writer
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News
12 Jan 2022
Mostly AI plans to use $25M funding for responsible AI efforts
The synthetic data vendor works with customers in Europe and North America. Experts say more than half of AI projects will be created using synthetic models by 2024. Continue Reading
By- Esther Ajao, News Writer
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Feature
29 Dec 2021
Tips and tricks for deploying TinyML
A typical TinyML deployment has many software and hardware requirements, and there are best practices that developers should be aware of to help simplify this complicated process. Continue Reading
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Feature
28 Dec 2021
Cryptocurrency broker uses Ada AI platform for better CX
LiteBit partnered with the customer service vendor in 2017 when the cryptocurrency market was booming. Since then, it has been using the vendor's AI-powered chatbot. Continue Reading
By- Esther Ajao, News Writer
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News
16 Dec 2021
DataRobot platform gets new tools for data scientists
The AI vendor released Core and 7.3. Core uses Zepl's technology, while 7.3 enables data science teams to employ models that combine complex rules and business logic. Continue Reading
By- Esther Ajao, News Writer
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News
09 Dec 2021
How an AI startup is trying to fix gender bias in the workplace
Startup Pipeline Equity provides enterprises with an AI platform to help make decisions about hiring, pay, performance, potential and promotion -- free of bias. Continue Reading
By- Esther Ajao, News Writer
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News
04 Nov 2021
Women-led data labeling AI startup raises $70M in Series B
The women-led training data vendor’s fundraising success is notable of the lack of women in tech. Sama also is mission driven, aiming to lift people out of poverty in Africa. Continue Reading
By- Esther Ajao, News Writer
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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
By- Shaun Sutner, News Director
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News
05 Oct 2021
Dell introduces Validated Design for AI at VMworld 2021
The tech vendor revealed a new partnership with AI GPU maker Nvidia at VMWorld 2021 aimed at providing an AI and machine learning platform for IT users in virtualized environments. Continue Reading
By- Esther Ajao, News Writer
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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
By- Esther Ajao, News Writer
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Feature
21 Sep 2021
AI carbon footprint: Helping and hurting the environment
Companies can use AI to help the environment, including by using it to prevent forest fires and reduce factory waste. At the same time, AI has its own carbon footprint. Continue Reading
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News
15 Sep 2021
DataRobot AI Cloud gives users multi-cloud capabilities
DataRobot unveiled its cloud, giving users access to technologies and applications the vendor obtained with a series of recent and older acquisitions. Continue Reading
By- Esther Ajao, News Writer
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News
15 Sep 2021
Tableau and DotData partner on AI automation, visualization
Tableau and DotData partner to help data scientists and engineers accelerate machine learning automation while adding a visualization layer to model building. Continue Reading
By- Esther Ajao, News Writer
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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
By- Esther Ajao, News Writer
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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
By- Kathleen Walch, Cognilytica
- Mark Labbe
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Feature
31 Aug 2021
AI and climate change: The mixed impact of machine learning
AI can both help and hurt the environment. While companies use artificial intelligence to increase factory efficiency and lower energy costs, training AI demands a lot of energy. Continue Reading
By- Mark Labbe
- Ronald Schmelzer, Cognilytica
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Feature
26 Aug 2021
Energy consumption of AI poses environmental problems
Data centers and large AI models use massive amounts of energy and are harmful to the environment. Businesses can take action to lower their environmental impact. Continue Reading
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Definition
20 Aug 2021
What is data science? The ultimate guide
Data science is the process of using advanced analytics techniques and scientific principles to analyze data and extract valuable information for business decision-making, strategic planning and other uses. Continue Reading
By- Craig Stedman, Industry Editor
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Feature
19 Aug 2021
AI accountability: Who's responsible when AI goes wrong?
Who should be held accountable when AI misbehaves? The users, the creators, the vendors? It's not clear, but experts have some ideas. 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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Feature
09 Jul 2021
The benefits of an AI-first strategy
Enterprises should put AI first in their business strategies by constantly collecting and using new data to power AI models, argues startup investor Ash Fontana. Continue Reading
By- Mark Labbe
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Feature
23 Jun 2021
Combating racial bias in AI
By employing a diverse team to work on AI models, using large, diverse training sets, and keeping a sharp eye out, enterprises can root out bias in their AI models. Continue Reading
By- Kathleen Walch, Cognilytica
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News
22 Jun 2021
HPE buys Determined AI to speed AI model training with HPC
Hewlett Packard Enterprise scoops up San Francisco-based startup to give customers out-of-the-box AI training models for use with high-performance computing systems. Continue Reading
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Tip
14 Jun 2021
Benefits and drawbacks of AI in cloud computing
AI and cloud computing work hand in hand to improve upon various processes, but the combination of these technologies comes with a price. Continue Reading
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Feature
08 Jun 2021
10 AI tech trends data scientists should know
The rising environmental and monetary costs of deep learning are catching enterprises' attention, as are new AI techniques like graph neural networks and contrastive learning. 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
By- Ed Scannell, Freelancer
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Feature
25 May 2021
4 AI career path trajectories for IT professionals
As the desire for AI and machine learning in-house skills skyrocket, those looking to break into the market have a variety of career path options, including AI architect and BI developer. Continue Reading
By- Kathleen Walch, Cognilytica
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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
18 May 2021
Google Cloud debuts Vertex AI managed ML platform with MLOps
Users can build, test and deploy machine learning models and put them in production faster with Google Cloud's Vertex AI platform, which contains new and existing Google AI tools. Continue Reading
By- Shaun Sutner, News Director
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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
IBM Watson Orchestrate poised to take tasks workers hate most
IBM Watson Orchestrate is the latest technology from a major vendor that promises to save employees from highly repetitive job responsibilities. Continue Reading
By- Bridget Botelho, Editorial Director, News
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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
By- Shaun Sutner, News Director
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Feature
06 May 2021
How to detect bias in existing AI algorithms
While enterprises can't eliminate bias from their data, they can significantly reduce bias by establishing a governance framework and employing more diverse employees. Continue Reading
By- Kathleen Walch, Cognilytica
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Feature
05 May 2021
Data scientists vs. machine learning engineers
The positions of data scientist and machine learning engineer are in high demand and are important for enterprises that want to make use of their data and use AI. Continue Reading
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News
21 Apr 2021
IBM Watson updates focus on data privacy and explainability
Updates include new federated learning capabilities within IBM Watson Studio and more insights into how predictions are made in IBM Planning Analytics with Watson. Continue Reading
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News
15 Apr 2021
IBM acquires MyInvenio to build its automation portfolio
IBM could use MyInvenio's process mining platform to direct its customers to its automation and AI portfolio, a practice that other technology vendors are using. 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
12 Apr 2021
Microsoft to acquire Nuance in $19.7 billion deal
The all-cash acquisition will give Microsoft access to Nuance’s healthcare-focused dictation technology, as Microsoft continues to expand its role in the healthcare market. Continue Reading
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Feature
02 Apr 2021
Automatic speech recognition may be better than you think
Even as more enterprises turn to voice recognition systems to process unstructured audio and build virtual assistants, many organizations don't have confidence in the high accuracy of these systems. Continue Reading
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Feature
01 Apr 2021
AI voice technology has benefits and limitations
The quality of an automated transcription depends on high-quality recording equipment as well as modern AI-powered transcription software, according to one CTO. Continue Reading
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News
31 Mar 2021
OSDU Data Platform opens door to new apps in energy sector
A new OSDU standard aims to bring information from oil, gas, wind, solar and other sources into a single data platform to help energy companies address future demand. Continue Reading
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News
30 Mar 2021
Cloudera Foundation merger to bring AI and data to nonprofits
The merger creates a program within the Patrick J. McGovern Foundation that will provide artificial intelligence technology and expertise to nonprofit organizations. Continue Reading
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News
16 Mar 2021
PatSnap lands $300M in Series E funding
PatSnap reports new funding for its IP and R&D management platforms, as the number of patents granted globally picked up, despite COVID-19, in 2020. Continue Reading
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News
15 Mar 2021
Google will develop RPA with Automation Anywhere
Google Cloud and a top robotic process automation vendor team up to focus on automating back-office tasks and later industries such as financial services, healthcare and retail. Continue Reading
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News
12 Mar 2021
Icertis raises $80M for AI-powered contract management
Icertis, founded in 2009, is now valued at more than $2.8 billion with the new funding. The vendor is a key player in the contract management niche. Continue Reading
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News
09 Mar 2021
Automation vendor WorkFusion raises $220 million
A new round of funding may vault WorkFusion into the top echelon of enterprise automation vendors currently occupied by UiPath, Blue Prism and Automation Anywhere. Continue Reading
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Feature
05 Mar 2021
Mastercard senior VP talks about AI and fraud prevention
Mastercard uses and sells AI-powered technology to prevent fraud and has found that AI-powered services can inspire customer loyalty. Continue Reading
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Definition
05 Mar 2021
dropout
Dropout refers to data, or noise, that's intentionally dropped from a neural network to improve processing and time to results. Continue Reading
By- Mary E. Shacklett, Transworld Data
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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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Feature
26 Feb 2021
Steel producer reduces costs using AI in manufacturing
The largest long steel producer in Latin America used data and machine learning predictions to save money, while maintaining the same level of production quality. 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
By- Makenzie Holland, Senior News Writer
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News
19 Feb 2021
Nvidia opens paid, instructor-led AI workshops to the public
While many technology vendors offer online courses on how to use their AI products, it still might not be enough to educate the global workforce. Continue Reading
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News
26 Jan 2021
Nvidia partners launch Nvidia-Certified Systems for AI
According to analysts, Nvidia-Certified Systems' launch is a shrewd move for Nvidia, as the vendor looks to cement its lead in the AI hardware marketplace. Continue Reading
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News
19 Jan 2021
Google launches a suite of retail AI products
Google released AI products for online retailers as the tech giant increases its focus on industry verticals. The new products are designed for small and large retailers. Continue Reading
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Feature
17 Dec 2020
Emerging AI startups to look at in 2021
AI startups in the legal, MLOps, NLP and data training markets make this year's list of emerging AI vendors to look out for. Continue Reading
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News
15 Dec 2020
DataRobot releases new feature to detect AI bias
DataRobot is the latest AI vendor to address AI bias, releasing a new feature to help organizations detect and prevent bias in their models. Continue Reading
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News
08 Dec 2020
Amazon SageMaker Clarify aims to mitigate bias in machine learning
AWS looks to tackle machine learning bias with a new a new tool that works with Amazon SageMaker products to help developers and users better detect and eliminate AI bias. Continue Reading
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News
17 Nov 2020
UiPath platform update makes it easier to deploy smarter bots
A new platform upgrade for UiPath makes it easier for users to develop and use robots at scale, as well as makes the bots more resilient to UI changes. Continue Reading
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News
17 Nov 2020
DataRobot pre-IPO funding raises company valuation to $2.7B
Amid the pandemic, Boston-based AI vendor DataRobot raised $270 million in a pre-IPO fundraising round. The company is likely to file for an IPO. Continue Reading
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News
10 Nov 2020
Infosys applied AI launch follows IT consulting AI releases
Infosys launched a new offering to help enterprises find and apply AI use cases at scale. The release is part of a wave of similar products from other big systems integrators. Continue Reading
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News
29 Oct 2020
Intel will acquire model optimization startup SigOpt
Intel's acquisition of SigOpt, a startup vendor of an AI model optimization platform, will help accelerate Intel's AI software products for developers. Continue Reading
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News
21 Oct 2020
Google enters mortgage space with new Document AI tool
Google's new Lending DocAI product can help users automate mortgage document processing. The product is Google's first specialized mortgage tool. Continue Reading
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Feature
19 Oct 2020
COVID-19 to drive more AI in retail for small retailers
Retailers were hit hard by the COVID-19 economic fallout, especially small, local businesses. Amid a shift online, AI could help some retailers adjust to the new reality. Continue Reading
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News
14 Sep 2020
Nvidia, Arm deal creates AI, chip powerhouse
Nvidia's acquisition of U.K. chipmaker Arm, if approved by regulators, will greatly expand Nvidia's reach in the CPU market, especially in IoT and mobile devices. Continue Reading
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News
28 Aug 2020
IBM uses AI to power new US Open online features
With AI and Watson Discovery, IBM is providing tennis fans with new ways to interact with each other online during this year's US Open, which will be held without live spectators. Continue Reading
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Feature
28 Aug 2020
It's been a slow road for AI in oil and gas industries
Analytics and AI can help oil and gas companies better predict supply and demand, involuntary flaring and where to drill. But the companies struggle to get talent. Continue Reading
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