AI business strategies
Artificial intelligence software is changing how enterprises conduct business. Machine learning supports data-driven decisions, customer service chatbots follow up on leads, robots in manufacturing boost productivity -- the list goes on. Get advice for building and implementing AI business strategies.
Top Stories
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Feature
20 Dec 2024
The top 5 content management trends in 2025
AI technology continues to shape the content management market. It underpins top trends in 2025, like generative AI, agentic AI and predictive analytics. Continue Reading
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Answer
19 Dec 2024
How bad is generative AI data leakage and how can you stop it?
Mismanaged training data, weak models, prompt injection attacks can all lead to data leakage in GenAI, with serious costs for companies. The good news? Risks can be mitigated. Continue Reading
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Quiz
02 Feb 2021
Do you have competitive data science key skills?
Data scientists should be familiar with a variety of programming languages, machine learning algorithms and databases and must be able to communicate these skills across teams. Continue Reading
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Feature
29 Jan 2021
AI vendors may have to prove systems don't discriminate
Washington state is considering a bill that would require vendors to prove their AI algorithms aren't biased. If enacted, the AI regulation could have far-reaching implications. Continue Reading
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Feature
27 Jan 2021
Tackling the AI bias problem at the origin: Training data
Though data bias may seem like a back-end issue, the enterprise implications of an AI software using biased data can derail model implementation. 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
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Feature
15 Jan 2021
Diverse talent pools and data sets can help solve bias in AI
Bringing historically underrepresented employees into critical parts of the design process while creating an AI model can reduce or eliminate bias in that model. Continue Reading
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Feature
13 Jan 2021
The power and limitations of enterprise AI
A panel at CES 2021, held virtually this year, discusses the areas in which modern-day AI and automation shine, and where they still struggle. Continue Reading
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News
12 Jan 2021
White House issues guiding principles for AI regulations
While the recommendations for AI regulation in the White House memo are loose, they appear to show the government is beginning to embrace AI, and could be a start toward oversight. Continue Reading
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News
08 Jan 2021
Doubts about Trump video show how hard deepfakes are to detect
Some Twitter users insist that a recent video of President Trump admitting his defeat in the election is a deepfake, although there's no proof. Deepfakes are difficult to detect. Continue Reading
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Feature
31 Dec 2020
KDD in data mining assists data prep for machine learning
While data scientists are often familiar with data mining, the deeper knowledge discovery in databases (KDD) procedure can help prepare data to train machine learning algorithms. 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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Feature
11 Dec 2020
Nuance CTO: Conversational AI is the 'next big step'
Conversational AI has steadily grown more advanced over the past several years. Nuance CTO Joe Petro explains why the vendor is refocusing on the technology. Continue Reading
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News
09 Dec 2020
Sharing medical imaging data with AI apps raises concerns
Opening the door to third-party AI apps is a double-edged sword for patients. Its potential for healthcare is promising, but privacy is still a work in progress. Continue Reading
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News
09 Dec 2020
New, updated IBM AI tech bring better NLP, NLU to business users
IBM is commercializing its AI governance tool, AI FactSheets, and bringing more natural language capabilities to some of its Watson products. Continue Reading
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News
04 Dec 2020
Hundreds support former Google AI ethics researcher Timnit Gebru
A prominent AI ethics researcher said she was unfairly fired by Google after sending an email to colleagues critical of the way Google treats women and people of color. Continue Reading
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Feature
30 Nov 2020
How AI adoption by industry is being impacted by COVID-19
While COVID-19 has impacted budgets and businesses plans, some industries are seeing improved processes and consumer relationships due to new investments in AI and automation. Continue Reading
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News
30 Nov 2020
ServiceNow will acquire AI startup Element AI
ServiceNow's acquisition of an AI startup based in Montreal marks the latest move by the cloud computing giant to add more automation and intelligence to its platform. Continue Reading
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Feature
23 Nov 2020
9 data quality issues that can sideline AI projects
The quality of your data affects how well your AI and machine learning models will operate. Getting ahead of these nine data issues will poise organizations for successful AI models. Continue Reading
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Feature
23 Nov 2020
Reality check: Analysts check in on the AI hype cycle
AI applications still come with significant hype, but with a targeted approach, organizations can get the most out of their applications. Continue Reading
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Podcast
18 Nov 2020
Why AI adoption in the enterprise continues to lag
In this episode of 'Today I Learned About Data,' we discuss AI adoption in the enterprise, and it's been slower than many have predicted. Continue Reading
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Feature
18 Nov 2020
Why AI literacy is critical, even for non-technical employees
To successfully deploy and manage AI projects and build a vision of a digital workplace, businesses need to ensure a basic level of AI competency across all employees. Continue Reading
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Feature
16 Nov 2020
How to avoid overfitting in machine learning models
Overfitting remains a common model error, but data scientists can combat the problem through automated machine learning, improving AI literacy and creating test data sets. Continue Reading
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Feature
16 Nov 2020
8 examples of AI personalization across industries
Through AI content personalization, organizations can build unique profiles of users and customers and tailor their products, advertisements and services to better fit them. 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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Feature
06 Nov 2020
AI might not have rights, but it could pay taxes
Tax, liability and patent laws can't handle AI systems, which have grown steadily smarter. As AI becomes ubiquitous, the legal system may need to change to accommodate it. 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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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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Feature
09 Oct 2020
Establishing AI governance in a business
It's hard to ethically manage data for AI models, but AI governance, as well as a strong ethics framework, can help enterprises effectively manage data and models. Continue Reading
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Feature
30 Sep 2020
AI vs. predictive analytics debate shows powerful combination
Artificial intelligence and machine learning, when combined with predictive analytics, allow companies and organizations to get the most out of their data. Continue Reading
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Feature
30 Sep 2020
Enterprise and home find use for intelligent virtual assistants
Intelligent virtual assistants have the capacity to augment employees, as well as improve convenience in homes, but only time will see their limitations resolved. Continue Reading
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Tip
29 Sep 2020
AI improves customer experience, call center efficiency
Customers and employees can benefit from the use of AI in contact centers. Businesses can use AI to provide customer self-service options and help make agents more productive. Continue Reading
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Feature
29 Sep 2020
Application of AI in robotics boosts enterprise potential
The combination of AI and robotics has allowed companies to move past automation and tackle more complex and high-level tasks with their robots. Continue Reading
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News
29 Sep 2020
How Trump, Biden see automation and AI
The impact of automation and AI on the U.S. workforce has been a longstanding issue in presidential politics. That may be true again at tonight's presidential debate. Continue Reading
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Feature
25 Sep 2020
The deepfake 2020 election threat is real, but containable
Disinformation could harm the 2020 presidential election, and technology simply isn't advanced enough to detect manipulated content, especially deepfakes. Continue Reading
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News
25 Sep 2020
Google, Unilever partnership uses AI for sustainable sourcing
Unilever says it will use Google Earth Engine, Google Cloud Storage and BigQuery, as well as AI technologies, to create a deforestation-free supply chain by 2023. Continue Reading
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News
23 Sep 2020
Microsoft exclusively licenses OpenAI's GPT-3 language model
Microsoft expanded its partnership with AI research organization OpenAI. The tech giant will exclusively license OpenAI's powerful GPT-3 language model. 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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Feature
08 Sep 2020
Supply chain-customer service partnership is vital
A company's success depends on a supply chain that can meet customers' expectations. To do that well, supply chain leaders must partner with their customer service counterparts. Continue Reading
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News
03 Sep 2020
GCP powers AI in marketing at McDonald's
McDonald's uses the Google Cloud Platform to drive its personalized marketing efforts, which has helped the company grow and know its customers better. Continue Reading
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News
03 Sep 2020
Microsoft deepfake software combats election propaganda
Ahead of the 2020 United States presidential election, Microsoft released Video Authenticator, an AI-powered tool to help identify deepfake images and videos. Continue Reading
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Feature
31 Aug 2020
3 keys for the implementation of AI in the enterprise
Organizations need to focus on diversity, proper scaling and augmentation capabilities when implementing artificial intelligence in order to keep the process pain-free. Continue Reading
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Feature
31 Aug 2020
Combining AI and predictive analytics crucial for the enterprise
Predictive analytics, when combined with artificial intelligence, can assist organizations with their risk management, as well as their planning and optimization. Continue Reading
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Feature
27 Aug 2020
It's time to address AI ethics
Enterprises need to focus on creating and adopting AI ethical guidelines, especially for emerging technologies such as facial recognition and home assistants. Continue Reading
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Feature
26 Aug 2020
Future of autonomous vehicles depends on driver attitudes
Getting the public behind the idea of an autonomous vehicle means peeling back the black box nature of AI and proving the safety of self-driving technology. Continue Reading
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Feature
24 Aug 2020
AI in retail has helped retailers during COVID-19
During the Ai4 2020 virtual conference, a panel of retail experts discusses how AI and analytics have helped retailers deal with the economic fallout of the COVID-19 pandemic. Continue Reading
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Feature
21 Aug 2020
AI, robotics help businesses pivot supply chain during COVID-19
Big enterprises such as Wayfair, UPS, Unilever and Siemens move to automate more of their supply chains with AI as the coronavirus pandemic disrupts business operations. Continue Reading
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Feature
19 Aug 2020
Machine learning limitations marked by data demands
Machine learning has impressive capabilities in the enterprise, but with high-data requirements and struggles with explainability, it remains unable to reach widespread use. Continue Reading
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Feature
19 Aug 2020
4 ways AI and digital transformation enable deeper automation
Organizations that are going beyond the enterprise adoption of digitization are entering a new wave of AI-enabled digital transformation. Continue Reading
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Feature
18 Aug 2020
Reimagining creativity and AI to boost enterprise adoption
AI has yet to reach the point of creativity but continues to advance, while assisting humans in the production of their own creative works and improvement of their organizations. Continue Reading
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Opinion
17 Aug 2020
Does technology increase the problem of racism and discrimination?
According to a publication from the MIT Technology Review, technology promotes racism. Most facial recognition algorithms discriminate against the Black population. And even certain concepts or technological terminology tend to be offensive, highlighting "white supremacy." Continue Reading
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Feature
24 Jul 2020
The state of AI in 2020 likely sees more adoption
AI adoption has appeared to grow this year, as organizations deploy automation to augment dwindling workforces and help deal with growing demand during the COVID-19 pandemic. Continue Reading
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Feature
09 Jul 2020
AI in tax preparation gets a boost from classification tech
Tax filers and tax collectors are using AI tools to make the process of paying and collecting taxes simpler. The data-rich, complex processes of tax collection are an ideal use case for AI. Continue Reading
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News
08 Jul 2020
IBM acquires RPA vendor to enhance automation suite
IBM bought a Brazilian RPA and chatbot vendor to expand its collection of automation products. Continue Reading
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Feature
30 Jun 2020
Accelerating digital transformation through remote work
As working remotely became a near-global mandate, companies have been thrust headfirst into a digital transformation. AI is helping to smooth the journey. Continue Reading
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News
29 Jun 2020
IBM donates AI ethics tools to Linux Foundation
IBM donates open source toolkits AI Fairness 360, Adversarial Robustness 360 and AI Explainability 360 to the Linux Foundation amid calls for more ethical AI. Continue Reading
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Feature
29 Jun 2020
Deep learning's role in the evolution of machine learning
Machine learning has continued to evolve since its beginnings some seven decades ago. Learn how deep learning has catalyzed a new phase in the evolution of machine learning. Continue Reading
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Feature
19 Jun 2020
Machine learning for fraud prevention keeps TrafficGuard agile
TrafficGuard uses machine learning to prevent ad fraud but has faced the challenges that come along with it. Full-scale commitment and investment have eased those obstacles. Continue Reading
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News
16 Jun 2020
Amazon highlights distancing with Distance Assistant
Amid a lawsuit over unsafe warehouse conditions, Amazon brings an AI-powered camera and monitor system to its warehouses to help employees maintain social distancing. Continue Reading
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News
09 Jun 2020
DataRobot partners with BCG, acquires its analytics software
DataRobot's new partnership with Boston Consulting Group aims to bring the technical expertise of BCG to DataRobot's customers. The AI vendor also acquired analytics software from BCG. Continue Reading
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Feature
29 May 2020
Contact tracing apps seem effective, but have privacy concerns
Contact tracing mobile applications appear to offer an easier, safer way to track where an infected person has been, but technology could cross a data privacy boundary. Continue Reading
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Feature
29 May 2020
Enterprises should not neglect AI digital transformation
Enterprises should focus on automation to augment their workforces as they recover from the COVID-19 economic downturn, and not lose sight of larger digital transformation projects. Continue Reading
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Feature
19 May 2020
AI's impact on business: The quest to make money
'Bionic' companies have cracked the code on using AI to make money. Here is what IT and business leaders need to do to maximize AI's impact on the business. Continue Reading
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News
14 May 2020
Intel makes new investments in AI startups
Intel reveals new investments in 11 startups focused on AI, automation and chip design as the tech giant ramps up its efforts in the AI hardware market. Continue Reading
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News
13 May 2020
Facebook advances AI used to detect hate speech
Facebook can now proactively find and flag hate speech better. Meanwhile, the social media giant's AI Research made BlenderBot, an advanced conversational AI system, open source. Continue Reading
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Feature
13 May 2020
AI and DevOps team up in remote work model
Communication and network security are increasingly difficult in DevOps teams as the workforce goes digital. Using AI and machine learning helps companies adjust to the remote work model. Continue Reading
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News
08 May 2020
Automated data governance vendor Immuta gets key update
An update to Immuta's automated data governance enabled one of its users to better anonymize its consumers' data and control who has access to it. Continue Reading
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Feature
06 May 2020
AI in digital transformation vital for enterprises
Without using AI, enterprises will not be able to compete effectively, according to the CEO of Box. Companies need to infuse AI into their digital transformation efforts now. Continue Reading
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News
01 May 2020
SBA bans RPA for PPP loan applications after bots clog system
After a deluge of Paycheck Protection Program loan applications overwhelmed the SBA's electronic loan transfer system, the agency said it would no longer accept loans filed by RPA systems. Continue Reading
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News
30 Apr 2020
Nvidia finalizes Mellanox deal to boost AI products
The Nvidia acquisition of Mellanox will improve its GPU and AI infrastructure products, but it's not likely to give the company a significant edge in the competitive AI market. Continue Reading
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Feature
28 Apr 2020
Value of AI in capitalizing on big data, expanding automation
The strategic value of AI in business is growing as companies learn how to use AI technologies to capitalize on big data, drive automation and better serve customers. Continue Reading
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Feature
24 Apr 2020
Safety vs. privacy in the age of coronavirus raises tech questions
To slow the spread of the coronavirus, governments and organizations are using contact tracing and thermal imaging for fever detection, but these methods carry privacy concerns. Continue Reading
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News
23 Apr 2020
Atos acquisition of AI consulting firm looks promising
Atos, a global IT services company, acquired a data science and AI consulting firm as more enterprises move from experimenting with AI to deploying it at scale. Continue Reading
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Feature
15 Apr 2020
Here's how one lawyer advises removing bias from AI
Avoiding bias in AI applications is one of the central challenges in using the technology. Here's some advice on deploying AI technologies in a way that is fair. Continue Reading
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Feature
10 Apr 2020
AI for supply chain can help companies handle disruptions
Even faced with the unpredictability of the coronavirus pandemic, enterprises can generate some stability using AI and machine learning in their supply chains. Continue Reading
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Feature
03 Apr 2020
AI and RPA are here to stay
The coronavirus pandemic has caused enterprises to rely more on AI technologies as they are forced to lay off employees or temporarily close their offices. Continue Reading
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Feature
31 Mar 2020
How to identify projects that create AI business value
When AI projects lead with technology, they rarely have a business impact. Instead, business leaders should target projects to make a meaningful improvement in processes. Continue Reading
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Feature
23 Mar 2020
Science fiction vs. reality: A robotics industry overview
Robots have made their way into industrial, manufacturing and military settings, but the robots of science fiction remain a long-term goal rather than a reality. Continue Reading
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News
18 Mar 2020
Social media platforms ramp up automated content curation
As the new coronavirus continues to disrupt the workforce, social media companies are increasingly using machine learning to automatically detect and remove harmful content. Continue Reading
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Feature
09 Mar 2020
AI and chatbots: Conversational app platforms are maturing
Chatbots have long been reliant on pre-written responses to common questions. With the incorporation of AI, however, chatbots can take an important step forward. Continue Reading
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Feature
06 Mar 2020
Data Science Central co-founder talks AI, data science trends
In a Q&A, Vincent Granville, executive data scientist and co-founder of Data Science Central, discusses how AI has changed the data science field and the ways in which it will continue to do so. Continue Reading
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Feature
05 Mar 2020
Advanced AI in financial services boosts fraud detection, efficiency
Financial firms plan to invest more into R&D on AI and plan to deploy advanced AI, like deep learning, within the next two years, according to a new survey. Continue Reading
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News
02 Mar 2020
The pope, with Microsoft and IBM, calls for AI ethics
The Pontifical Academy for Life has issued new guidelines for ethical AI that call for artificial intelligence technology to be explainable, trusted and secure. Continue Reading
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Feature
25 Feb 2020
How stock market prediction using AI impacts the trading floor
Robo-advisors and stock monitoring bots are changing the way traders and investors take on the stock market. Continue Reading
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News
20 Feb 2020
EU AI regulation guidelines worry vendors
The EU released AI regulation guidelines that demand AI systems in high-risk areas are transparent and have human oversight. Some vendors are worried. Continue Reading
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Feature
18 Feb 2020
The future state of machine learning needs improved frameworks
Utilizing machine learning in the collection and processing of data would most likely lead to more widespread adoption of AI based on the technology. Continue Reading
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Feature
17 Feb 2020
Employee AI readiness is fairly low
Enterprise employees are largely lacking in AI skills, and enterprises need to work to reskill or upskill employees to improve their skills and help reduce AI job loss fears. Continue Reading
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News
12 Feb 2020
How the Clearview AI affair likely won't spur meaningful change
An obscure AI vendor sparked controversy for scraping social media for data to power a facial recognition platform that it sells to law enforcement agencies around the world. Continue Reading
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News
07 Feb 2020
IBM's Policy Lab calls for AI regulation
Launched during the Davos World Economic Forum, IBM's Policy Lab seeks to unite governments and businesses on creating and adopting more regulation of AI. Continue Reading
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News
04 Feb 2020
Intel AI hardware roadmap shifts away from Nervana
Intel said it is ending development of its Nervana AI processors. The tech vendor will instead focus its efforts on its Habana Labs processors, which it acquired last year. Continue Reading
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Feature
31 Jan 2020
How and why are our devices listening to us?
Consumers are utilizing digital voice assistants and smartphones but may not realize how frequently companies listen in and sift through all the data these devices create. Continue Reading
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News
28 Jan 2020
ServiceNow acquisition of Passage AI to boost chatbots
ServiceNow will acquire Passage AI, a startup conversational AI vendor, in an effort to further develop existing conversation capabilities in its chatbots. Continue Reading
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News
13 Jan 2020
Sensor and analytics vendor Motionloft closes
Motionloft is ending its data collection services on Jan. 17, leaving its customers without a way to use their Motionloft sensors. The company is insolvent. Continue Reading
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Feature
06 Jan 2020
5 mistakes that disrupt data science best practices
Through asking questions and understanding the real-world issues other parts of the company face, data scientists polish their enterprise contribution. Continue Reading
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News
06 Jan 2020
U.S. restricts exports of geospatial AI software
The Trump administration's move to limit export of AI-based geospatial imaging software extends U.S. restrictions on technology that foreign countries could use to develop weapons systems. Continue Reading
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Feature
31 Dec 2019
Companies focused on building sustainable AI in 2020
Fewer companies are deploying AI enterprise-wide in 2020 because of universal underestimation of investments and transformation required to have a rounded AI strategy. Continue Reading
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Feature
30 Dec 2019
AWS AI tools focus on developers
AWS sells many AI products, tools and services aimed at developers, including several for AI newcomers, such as DeepRacer, DeepLens and DeepComposer. Continue Reading
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Feature
27 Dec 2019
The complex nature of regulating AI
Regulating AI is a difficult task because the technology changes rapidly. Governments must be able to employ preventative regulation to prevent any misuse. Continue Reading
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Feature
19 Dec 2019
Engage employees for successful enterprise AI strategy creation
Existing employees are in the best position to suggest process improvements through automation, and executives need to utilize the employee experience to drive AI strategy. Continue Reading
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Feature
17 Dec 2019
Machine learning ops to lead AI in 2020
The increased usage of pre-trained models, machine learning ops coming to the fore and increased transparency are all poised to lead the new year in AI. Continue Reading
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News
03 Dec 2019
Cornell researchers call for AI transparency in automated hiring
Researchers at Cornell University want vendors to disclose how automated hiring systems are making hiring recommendations. They say it's the only way to know they're fair. Continue Reading
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Feature
26 Nov 2019
Supervise data and open the black box to avoid AI failures
As AI blooms, marketers and vendors are quick to highlight easy positive use cases. But implementation can -- and has -- gone wrong in cases that serve as warnings for developers. Continue Reading