Tech Landscape of 2020s

December 20, 2019 | 5 views

As ISACA celebrates its 50th anniversary, it is the ideal time to look to the future of technology and how technology-driven innovation will shape the new decade. ISACA surveyed more than 5,000 business technology professionals this year to gather their perspective on how the tech landscape of the new decade--the 2020s--will affect both the enterprise landscape and society more generally.

Spotlight

Bundesdruckerei

You should know, however, that Bundesdruckerei is neither a public agency nor is it a printing house in the traditional sense of the word. All of our energy is dedicated to one central topic of the 21st century and that’s protecting identities in a digital, mobile and globally connected world. When it comes to identifying individuals beyond a trace of doubt or ensuring protection for sensitive data, documents and information, we drive innovation in high-security technology, delivering products and services ‘Made in Germany’ that private companies, governments and public authorities can rely on. This is all part of a working world that has yet to be matched in terms of excitement and diversity. And we would like to invite you to become an important part of this world.

OTHER ARTICLES
FUTURE TECH

Natural Language Processing: An Advanced Implementation of AI

Article | March 21, 2022

Natural Language Processing, also known as computational linguistics or NLP, is a branch of Artificial Intelligence (AI), Machine Learning (ML), and linguistics. It is a subfield of AI that enables computers or machines to understand, manipulate, and interpret human language. Simply put, natural language is the natural method by which humans communicate with one another. We have now trained computers to interpret natural language. Communicating with computers has become simpler with voice queries such as "Alexa, what's the news today?" or "Ok Google, play my favorite songs." Similarly, when you ask Siri, Apple's voice assistant, "What is the cheapest flight to New York later today?" It instantly searches airline and travel websites for flights from the user's location to New York. It also compares the prices and lists the one with the lowest fare first. So, even without specifying a date or the "lowest fare", Siri understands the inquiry and returns accurate results. This is the result of NLP in action. Natural Language Processing: Business Applications Natural language processing has a variety of applications, some of them are listed below. Summarize text blocks to extract the most relevant and core concepts while excluding unnecessary information. Develop a chatbot that makes use of Point-of-Speech tagging to enhance customer support. Chatbots are AI systems that use NLP to engage with people through text or voice. Determine the type of extracted entity, such as a person, location, or organization. Sentiment Analysis can be used to recognize the sentiment or emotions of a text string, ranging from highly negative to neutral to very positive. HR teams can utilize NLP-based solutions to scan resumes based on keyword synonyms and swiftly shortlist candidates from a pile of resumes. Extracting Text data from the data storage allows in extracting specific information from text. Text can be broken down into tokens, or words can be reduced to their root or stem. Topic categorization helps users organize unstructured text. It's a great way for businesses to obtain insights from customer feedback. How Can Businesses Prepare for the NLP-Powered Future? NLP has evolved tremendously, and has benefited both companies and consumers. NLP technologies are assisting businesses to better understand how consumers perceive them through channels such as emails, product reviews, social media postings, surveys, and more. AI technologies can be used not just to analyze online interactions and how people speak about companies but also to automate tedious and time-consuming operations, enhance productivity, and free up staff to concentrate on more meaningful duties. When it comes to NLP the sky is the limit. As NLP technology is becoming more prevalent and greater advancements in ability are explored, the future will witness enormous shifts. Here are some of the ways in which businesses can prepare for the future of NLP. Analyze your company's text data assets and evaluate how the most recent techniques can be used to add value. Understand how you can use AI-powered language technology to make wiser decisions or rearrange your skilled labor. Start implementing new language-based AI tools for a range of jobs in order to better understand their potential. Prepare now to capitalize on transformative AI and to make sure that advanced AI contributes to society fairly. Closing Note Thanks to natural language processing technology, conversational commands and everything related to conversational AI in businesses have become faster and better. Natural language processing helps large businesses make flexible choices by revealing consumer moods and market movements. Smart companies now make decisions based not only on data but also on the intelligence derived from NLP-powered system data.

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SOFTWARE

Augmented Reality: A Dynamic Change to Enhance Your Business

Article | April 21, 2022

Meta Description: Evaluating the impact of augmented reality in business ROI, while also understanding how CMOs leverage AR effectively in their marketing mix. While several technological advancements have been aiding in improving lifestyle, they have also been making drastic impacts on the business front. Over several years now, the world has seen various exposure to augmented reality. The usage of Augmented Reality for business has effectively transformed the technology from an entertainment concept to a crucial enterprise tool. According to Statista, 23 million jobs across the globe could be directly affected by AR and VR by 2030, and over 824,000 of those jobs are currently using these technologies in their workplace. Impact of Augmented Reality on Business In simple terms, Augmented Reality (AR) is a computer-generated enhancement that is placed over the existing reality we see with our human eyes. It offers the option to add dimension, sound and other experiences to any two-dimensional picture or video. Even when this might seem like something complex to be implemented in business, it isn't as challenging as it looks. With each passing year, AR has effectively been penetrating deeper into businesses, making a drastic impact on various functioning. Marketers have effectively been integrating the use of AR into their marketing strategies, and it has grown overall in the mainstream business functioning by being readily available for users to leverage. Industries That Should Leverage Augmented Reality Technology Uses of Augmented Reality is a prospect that business owners across multiple industries leverage to their advantage. While the core idea is to use the technology to aid and improve human performance, the industries that effectively utilize this resource are: Healthcare Education Travel and Tourism Manufacturing Defense Automotive Industry Retail How Seamless Integration of AR Can Impact Your ROI? Facebook said in March 2021 that it had allocated a complete 20% of its personnel to AR and VR development. That is a really massive investment by a corporation that has built a reputation for wisely investing in monetization and focused on creating bottom-line results. Augmented reality is on the path to becoming the next most significant development in an array of industries, ranging from medical to consumer retail. With the nature of augmented reality technology being highly dynamic, it is essential to have a successful strategy that ensures the integration of AR solutions that provide accurate and tangible results that align with the audience. Additionally, uses of augmented reality in business have also been capable of creating more meaningful engagement with customers. For the first time, new forms have made interaction real and measurable. As a result, brands may see precisely how many people engage with their collateral, how many times and where, for how long, and which direct actions they took: purchase, discount coupon, or social shares, for example, by leveraging IR/AR to turbo-charge paid media. "I do think that a significant portion of the population of developed countries, and eventually all countries, will have AR experiences every day, almost like eating three meals a day, it will become that much a part of you." Tim Cook, Chief Executive Officer of Apple Future of Your Business with AR Integration While augmented reality in business is becoming a crucial component for businesses these days and will revolutionize the future of business. According to Global Market Insights, the global market for AR goods will rise by 80% to £165 billion by 2024. The rise of the AR industry is closely tied to increased attention and investments from leading technology firms such as Facebook. Overall, the augmented reality technology market will develop at the fastest rate by 2023, primarily to the growing usage of smartphones, tablets, and other devices in consumer, commercial, and business settings to adopt AR technology. Furthermore, with the rising need for augmented reality in healthcare and retail, there are a plethora of new prospects and rising demand for augmented reality in architecture and the corporate sector. How Are CMOs Leveraging AR for Their Marketing Mix? Several top executives and leading CMOs are leveraging the benefits of augmented reality to expand the engagement, awareness and value around their services and products. In addition, numerous organizations from different industries and of various sizes in the B2C and B2B space are now using augmented reality technology to differentiate their product and services by effectively implementing AR strategies in their marketing mix. With a game-changing armor in their arsenal in the form of augmented reality, marketing executives trying to promote and sell more successfully can hence perform better, with purchasing experience becoming the new focal point. Conclusion Augmented reality in business is a prospect that offers a massive opportunity to engage with millions of users effectively. AR offers executives to ideally establish an immediate and sensory-driven connection of the brand with consumers by forging an emotional interaction. Repetitive engagement is a successful advertising approach for companies since it only requires AR app development expenditures, and additional benefits may be gained via repeated exposure. In the ever-dynamic state of our current existence, leveraging the benefits of augmented reality can come handy in elevating your business to the next level. FAQs How Can Customers and Businesses Benefit from AR? AR effectively increases engagement and interaction and helps provide a richer user experience. Several research has shown that AR increases the value of products and brands. Implementing AR activities is ideal and conveys innovation and responsiveness from forward-thinking brands. How Does AR Help Organizations Gain a Competitive Advantage? Augmented reality allows the organization to create a unique customer experience while also eliminating cognitive overload. It also ensures that user engagement heightens along with competitive differentiation. AR, after all, is a technology that enables a pure blending of physical and digital reality. How Will the Use of AR Technology Impact the Future of Business Functioning? Augmented reality is constantly evolving to become an emerging marketing and sales strategy trend. AR technologies allow organizations to provide their customers a unique experience with convenience by tapping into their smartphone devices.

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SOFTWARE

How Does IT Vendor Selection and Management Work?

Article | June 10, 2022

What Is the Importance of IT Vendor Selection and Management? Ideally, the IT vendor management process is an umbrella term for all the processes and systems organizations use to manage their IT suppliers. This is where an organization works with vendors to optimize its supplies and services. There could be several vendors an organization is associated with for unique services and offers. With proper vendor management, an organization can take appropriate measures to control costs, reduce potential risks, and ensure excellent service delivery. But the catch here is that it isn't as easy as it sounds. This includes researching the best available vendor, sourcing and obtaining pricing information, gauging the quality of work, managing relationships, and evaluating performance by setting organizational standards. Most Common Challenges in Vendor Management Even though there are many benefits, organizations face certain challenges during IT vendor selection and their management. Some of these most common challenges are mentioned below: High administrative costs Incomplete documentation Non-compliance Poor vendor relationships Security breaches Supply chain inefficiencies While there were some nuanced changes in the selections between various businesses, both large and small, the results indicate that organizations often face the same challenges no matter where they’re coming from. How Do IT Vendor Selection and Management Help an Organization? In contemporary times, with geographical and economic barriers constantly diminishing, organizations look for different types of vendors worldwide. Even if the organization is working with just one vendor, it is essential to have effective vendor management in place. With proper vendor management, an organization can experience the following benefits: Better Selection With the right vendor, your organization can benefit from a more extensive selection of vendors, resulting in more choices and better costs. Better Contract Management If there is multi-vendor management in place, your organization can benefit from a centralized view of the current status of all contracts and other useful information. This will enable your organization to achieve better decision-making capabilities. Better Performance Management Using a vendor management system, an organization can get an integrated view of the performance of all the vendors. This would give your organization a clear understanding of what is working and what is not. Better Vendor Relationship Managing multiple vendors at the same time can be a difficult task. By accumulating all vendor-related information in a single place, organizations benefit from getting all required information at once, and this can influence your decision-making process. Exploring the Ideal Process of IT Vendor Selection In a world where we are constantly progressing with increasing IT specialization, organizations must be able to rely on their partners. There are some specific steps that an organization can take up to make the whole IT vendor selection process more successful. The six-step process of ideal IT vendor selection: Kick-off and requirement definition Market research and first vendor filtering Request for proposal Evaluating responses Proof of concept Choosing the vendor There are also some common mistakes that organizations make while selecting their vendor. Some of these common errors are listed below: Not evaluating the vendor and only their offerings Communication indiscretion Not comparing vendors or similar stature Today, outsourcing is increasingly used by companies as an enabler for innovation. Technological advancements drive improvements in service delivery, which positively impact cost, enhance functionality, improve service quality, and reduce the importance of location on service delivery. Disruptive technologies like cloud computing enable solutions such as Salesforce.com or ServiceNow to accelerate speed to value and drive business growth. This leads to a change from the traditional IT organization to the next generation IT organization. The operating model needs more agility to respond faster and at different speeds to new service offerings. Outsourcing models have reached their third generation and involve a multi-vendor environment, requiring more transparency and integrated vendor management. Best Techniques to Improve Vendor Management The vendor management process is a crucial component for any organization, as it allows them to build a relationship with their suppliers and service providers that would help strengthen their business. Vendor management is not only about negotiating the price; the most essential aspect is coming to a conclusion that would mutually aid both organizations. Some effective techniques that can be utilized for effective IT vendor management are: Share information and priorities Balance commitment and competition Allow critical vendors to help you strategize Build partnerships that would last long term Try to understand your vendor's business process Negotiate and conclude with a win-win agreement Come together on value Conclusion Ideally speaking, vendor selection and managing that relationship can sometimes be challenging. Once you follow the process mentioned above to select the right vendor for your organization, the steps ahead will get a little easier. However, there is still the process of managing and building that relationship with the vendor. "The objective of vendor management is to fortify company success and overall marketplace performance." - Sean-Michael Callahan, Principal at The NiVACK Group. FAQ What Is Vendor Management in the IT Sector? The process that allows organizations to control costs, strengthen service, and reduce risks throughout the process of outsourcing to vendors while getting the most value from the investment is called vendor management in the IT sector. What Is a Vendor Selection Process? The vendor selection process is a subsidiary stage that allows for the clear stating, defining, and approval of those vendors who are eligible to meet the requirements of the procurement process. What Is the Role of Vendor Management? The vendor management process ideally facilitates and maintains relationships between your organization and vendors, negotiating contracts, creating standards for the vendors, and finding the best available vendors.

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SOFTWARE

How SAAS Is Redefining Software Industry

Article | April 21, 2022

Software-as-a-Service (SAAS) has been a trending topic in the tech field in recent times. The success of the cloud has accelerated the demand for software delivery from on-premises to cloud-based. Start-ups are in a rush for SAAS transformation, delivering the very same solution over the internet. From Google Docs and Sheets to enterprise-level software, SAAS has established a foothold in every sector. With the oncoming of SAAS, the perception of computer software has changed. In this article, we will take a look at how SAAS is redefining and transforming the software industry. Better Accessibility Any software that is preferred to have better and centralized availability is preferred. Better availability is one of the factors that makes SAAS stand out. With centralized availability of both applications and data, users will have a hassle-free experience – with zero installation overheads and no commitments to carry in any device and data. SAAS is accessible from anywhere around the world on any device. There is a big advantage to SAAS over traditional software, which can only be used on a specific device. Ease of Upgrade To ensure continued security and access to new features, software releases are followed by updates and upgrades, which, once issued, become the sole responsibility of the user to install. A hassle-free upgrade makes SAAS the solution to be chosen. All updates and upgrades are performed on the server side, ensuring no downtime and minimal installation troubles. Moreover, most users do not take the updates and upgrades into account due to their delay in installation and trouble setting up. In this aspect, SAAS enables providers to better serve their users by ensuring they are using the latest releases and fixes. Zero Hardware Upgrades As time moves on, software demands higher resources for it to work smoothly. Zero hardware upgrades will bring a new and better user experience. All the hardware configurations will be managed at the cloud level, with no changes required on the client-side. A large increase in resources might have an influence on the subscription cost, but it is a better alternative to requesting end-users larger hardware. This will be a beneficial aspect for resource-heavy applications like graphics and design-related applications. Thus, a major part of configuration at the hardware and software levels (drivers) is abstracted from the users. Better Security and Protection from Piracy Traditional on-premise software is always vulnerable to cracking and piracy. With SAAS tools and software, there will be no piracy, and increasing security can be feasible. SAAS works on a subscription model where the purchase of the software is tied to a user account, and a fee is paid monthly or yearly to use the software. On-premise software is subject to reverse engineering, where the activation system is tampered with, and the software can be used for free. Similarly, data has better security in the cloud with continuous encryption and backup than on an on-premise system, wherein the data security and backup require user effort as well. Zero Compatibility Issues Software programs are subject to compatibility requirements where the OS or certain dependencies might not support a specific piece of software. With SAAS, there are no more compatibility-related conflicts since the OS and other dependencies and resources are managed by the provider itself. End-users need not comply with any compatibility requirements for the software to work. This aspect also provides users an advantage in terms of storage. The application and its dependencies usually take up a large amount of space. SAAS takes care of dependencies on the server end. Better Team Collaboration SAAS is an option that proves better for collaboration-based teams. Software delivery over the network comes with an account linked to it for sign-in and collaboration. Teams that work together can get better benefits when using SAAS tools since they enable sharing and collaboration on work items. Traditional software has limited or no collaboration capabilities, thus limiting productivity. SaaS can also keep data in sync on a number of devices, giving users a real-time experience.

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Spotlight

Bundesdruckerei

You should know, however, that Bundesdruckerei is neither a public agency nor is it a printing house in the traditional sense of the word. All of our energy is dedicated to one central topic of the 21st century and that’s protecting identities in a digital, mobile and globally connected world. When it comes to identifying individuals beyond a trace of doubt or ensuring protection for sensitive data, documents and information, we drive innovation in high-security technology, delivering products and services ‘Made in Germany’ that private companies, governments and public authorities can rely on. This is all part of a working world that has yet to be matched in terms of excitement and diversity. And we would like to invite you to become an important part of this world.

Related News

AI APPLICATIONS

Blaize and VSaaS to develop AI surveillance apps

Blaize | June 29, 2022

The pioneer in AI surveillance solutions, Video Surveillance as a Service (VSaaS), and Blaize have established a strategic partnership to develop AI-based infrastructure as a service (IaaS) in intelligence applications across several markets in Chile and the US. The development of AI surveillance applications for retail, smart cities, and transportation will be scaled up and time-to-market accelerated by Blaize and VSaaS as part of the deal. "We have developed AI models running on the Blaize Graph Streaming Processor (GSP®) architecture, connecting 4X the number of cameras compared to other solutions. Our AI surveillance applications powered by Blaize enable quick and easy deployment running on the edge, on-premise, or in a data center, addressing the unique needs of our shared customers." Francisco Soto, Founder and CEO of VSaaS The VSaaS platform makes use of current infrastructure to build, launch, and scale AI and machine learning-based video surveillance applications. The security, retail, and transportation sectors use VSaaS's AI Edge technology, which is integrated with existing infrastructures. This partnership will enable novel AI use cases and quicker ROI of AI edge deployments in diverse markets when combined with the Blaize's highly efficient, low latency hardware paired with open and code-free AI software. The leading supplier of artificial intelligence-based video surveillance applications is VSaaS. The platform can manage and deploy surveillance apps using the same infrastructure, which has various advantages for the end-user. It can interact with AI models at the Edge, on-premise, and in the Cloud. Customers with up to 800 cameras may quickly and easily develop security solutions for use in retail, construction, transportation, and smart cities. VSaaS, which has its headquarters in Chile, is establishing a San Francisco (CA) branch.

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AI TECH

Google Cloud and C3 AI partner to optimize supply chains with AI

C3.ai, Inc. | June 15, 2022

C3 AI, the enterprise AI application software firm, introduced a new supply chain software product built in collaboration with Google Cloud to solve today's disrupted global supply chains. Through superior demand forecasting, optimized inventory and production, and visibility into supplier lead times, the C3 AI Supply Chain Suite increases on-time in-full customer delivery. "Our work with Google Cloud to create intelligent, highly resilient enterprise AI supply chain solutions has never been more important. Combining AI capabilities with cloud infrastructure and the data organization and orchestration power of Google Cloud's Supply Chain Twin will give customers the ability to predict changes and react quickly in increasingly inflationary and dynamic labor and supply environments." Ed Abbo, president and chief technology officer of C3 AI The C3 AI Supply Chain Suite takes full advantage of Google Cloud products and infrastructure, including Google Kubernetes Engine, Google BigQuery, and Vertex AI, allowing businesses to extend and customize AI algorithms easily. Google Cloud products, such as Google Cloud Cortex Framework and Supply Chain Twin, provide packaged integration services and data models for swiftly integrating commercial, public, and community data such as news, search trends, weather, and transportation routes at a vast scale. "The expansion of the Google Cloud and C3 AI partnership in support of resilient supply chains represents another collaboration across industries and domains such as manufacturing sustainability, consumer packaged goods, retail, and healthcare. Customers are already realizing faster time-to-value and seeing actionable insights in their data," said Hans Thalbauer, managing director, Supply Chain and Manufacturing Industries, Google Cloud.

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FUTURE TECH

Union.ai releases UnionML for seamless creation of web-native machine learning applications

Union.ai | June 10, 2022

Union.ai, provider of the open-source workflow orchestration platform Flyte and its hosted version, Union Cloud, today announced the release of UnionML at MLOps World 2022. The open-source MLOps framework for building web-native machine learning applications offers a unified interface for bundling Python functions into machine learning (ML) microservices. It is the only library that seamlessly manages both data science workflows and production lifecycle tasks. This makes it easy to build new AI applications from scratch, or make existing Python code run faster at scale. UnionML aims to unify the ever-evolving ecosystem of machine learning and data tools into a single interface for expressing microservices as Python functions. Data scientists can create UnionML applications by defining a few core methods that are automatically bundled into ML microservices, starting with model training and offline/online prediction. "Creating machine learning applications should be easy, frictionless and simple, but today it really isn't., The cost and complexity of choosing tools, deciding how to combine them into a coherent ML stack, and maintaining them in production requires a whole team of people who often leverage different programming languages and follow disparate practices. UnionML significantly simplifies creating and deploying machine learning applications." Union.ai CEO Ketan Umare UnionML apps comprise two objects: Dataset and Model. Together, they expose function decorator entry points that serve as building blocks for a machine learning application. By focusing on the core building blocks instead of the way they fit together, data scientists can reduce their cognitive load for iterating on models and deploying them to production. UnionML uses Flyte to execute training and prediction workflows locally or on production-grade Kubernetes clusters, relieving MLOps engineers of the overhead of provisioning compute resources for their stakeholders. Models and ML applications can be served via FastAPI or AWS Lambda. More options will be available in the future. About Union.ai Union.ai helps organizations deliver reliable, reproducible and cost-effective machine learning and data orchestration built around open-source Flyte. Flyte is a one of a kind workflow automation platform that simplifies the journey of data scientists and machine learning engineers from ideation to production. Some of the top companies, including Lyft, Spotify, GoJek and more, rely on Flyte to power their Data & ML products. Based in Bellevue, Wash., Union.ai was started by founding engineers of Flyte and is the leading contributor to Flyte.

Read More

AI APPLICATIONS

Blaize and VSaaS to develop AI surveillance apps

Blaize | June 29, 2022

The pioneer in AI surveillance solutions, Video Surveillance as a Service (VSaaS), and Blaize have established a strategic partnership to develop AI-based infrastructure as a service (IaaS) in intelligence applications across several markets in Chile and the US. The development of AI surveillance applications for retail, smart cities, and transportation will be scaled up and time-to-market accelerated by Blaize and VSaaS as part of the deal. "We have developed AI models running on the Blaize Graph Streaming Processor (GSP®) architecture, connecting 4X the number of cameras compared to other solutions. Our AI surveillance applications powered by Blaize enable quick and easy deployment running on the edge, on-premise, or in a data center, addressing the unique needs of our shared customers." Francisco Soto, Founder and CEO of VSaaS The VSaaS platform makes use of current infrastructure to build, launch, and scale AI and machine learning-based video surveillance applications. The security, retail, and transportation sectors use VSaaS's AI Edge technology, which is integrated with existing infrastructures. This partnership will enable novel AI use cases and quicker ROI of AI edge deployments in diverse markets when combined with the Blaize's highly efficient, low latency hardware paired with open and code-free AI software. The leading supplier of artificial intelligence-based video surveillance applications is VSaaS. The platform can manage and deploy surveillance apps using the same infrastructure, which has various advantages for the end-user. It can interact with AI models at the Edge, on-premise, and in the Cloud. Customers with up to 800 cameras may quickly and easily develop security solutions for use in retail, construction, transportation, and smart cities. VSaaS, which has its headquarters in Chile, is establishing a San Francisco (CA) branch.

Read More

AI TECH

Google Cloud and C3 AI partner to optimize supply chains with AI

C3.ai, Inc. | June 15, 2022

C3 AI, the enterprise AI application software firm, introduced a new supply chain software product built in collaboration with Google Cloud to solve today's disrupted global supply chains. Through superior demand forecasting, optimized inventory and production, and visibility into supplier lead times, the C3 AI Supply Chain Suite increases on-time in-full customer delivery. "Our work with Google Cloud to create intelligent, highly resilient enterprise AI supply chain solutions has never been more important. Combining AI capabilities with cloud infrastructure and the data organization and orchestration power of Google Cloud's Supply Chain Twin will give customers the ability to predict changes and react quickly in increasingly inflationary and dynamic labor and supply environments." Ed Abbo, president and chief technology officer of C3 AI The C3 AI Supply Chain Suite takes full advantage of Google Cloud products and infrastructure, including Google Kubernetes Engine, Google BigQuery, and Vertex AI, allowing businesses to extend and customize AI algorithms easily. Google Cloud products, such as Google Cloud Cortex Framework and Supply Chain Twin, provide packaged integration services and data models for swiftly integrating commercial, public, and community data such as news, search trends, weather, and transportation routes at a vast scale. "The expansion of the Google Cloud and C3 AI partnership in support of resilient supply chains represents another collaboration across industries and domains such as manufacturing sustainability, consumer packaged goods, retail, and healthcare. Customers are already realizing faster time-to-value and seeing actionable insights in their data," said Hans Thalbauer, managing director, Supply Chain and Manufacturing Industries, Google Cloud.

Read More

FUTURE TECH

Union.ai releases UnionML for seamless creation of web-native machine learning applications

Union.ai | June 10, 2022

Union.ai, provider of the open-source workflow orchestration platform Flyte and its hosted version, Union Cloud, today announced the release of UnionML at MLOps World 2022. The open-source MLOps framework for building web-native machine learning applications offers a unified interface for bundling Python functions into machine learning (ML) microservices. It is the only library that seamlessly manages both data science workflows and production lifecycle tasks. This makes it easy to build new AI applications from scratch, or make existing Python code run faster at scale. UnionML aims to unify the ever-evolving ecosystem of machine learning and data tools into a single interface for expressing microservices as Python functions. Data scientists can create UnionML applications by defining a few core methods that are automatically bundled into ML microservices, starting with model training and offline/online prediction. "Creating machine learning applications should be easy, frictionless and simple, but today it really isn't., The cost and complexity of choosing tools, deciding how to combine them into a coherent ML stack, and maintaining them in production requires a whole team of people who often leverage different programming languages and follow disparate practices. UnionML significantly simplifies creating and deploying machine learning applications." Union.ai CEO Ketan Umare UnionML apps comprise two objects: Dataset and Model. Together, they expose function decorator entry points that serve as building blocks for a machine learning application. By focusing on the core building blocks instead of the way they fit together, data scientists can reduce their cognitive load for iterating on models and deploying them to production. UnionML uses Flyte to execute training and prediction workflows locally or on production-grade Kubernetes clusters, relieving MLOps engineers of the overhead of provisioning compute resources for their stakeholders. Models and ML applications can be served via FastAPI or AWS Lambda. More options will be available in the future. About Union.ai Union.ai helps organizations deliver reliable, reproducible and cost-effective machine learning and data orchestration built around open-source Flyte. Flyte is a one of a kind workflow automation platform that simplifies the journey of data scientists and machine learning engineers from ideation to production. Some of the top companies, including Lyft, Spotify, GoJek and more, rely on Flyte to power their Data & ML products. Based in Bellevue, Wash., Union.ai was started by founding engineers of Flyte and is the leading contributor to Flyte.

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