Machine Learning Foundation With Python | GeeksforGeeks

December 5, 2019 | 72 views

Learn about the concepts of Machine Learning, effective machine learning techniques from basics with Python. The course includes 1 major & 3 minor projects based on real-world applications with guided lab sessions.

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SoftServe

With over 20 years of experience in digital software development and consulting, SoftServe is a global leader in solving complex business problems, creating industry disrupting technology and accelerating growth and innovation while optimizing operational efficiency. From leading ISV to Fortune 1000 digital enterprises, SoftServe has transformed the way thousands of clients do business with the most innovative technologies and processes in Big Data, Internet of Things (IoT), DevOps, digital commerce, security, and experience design.

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AI TECH

8 Epic App Innovations that Help Your Business Stand Out

Article | July 11, 2022

Contents 1. The Market for Mobile Application Development 2. Innovations in Mobile Application Development 2.1 In-App Paid Features: Android and iOS Development 2.2 Augmented and Virtual Reality 2.3 Beacon Technology 2.4 Al and Ml 2.5 Wearables 2.6 Predictive Analytics 2.7 Blockchain Technology 2.8 On-Demand Applications 3. Long-Term Benefits of Mobile App Development Innovations for Your Small Business: 4. Tying Everything Together Increased use of the internet and smartphones demands better mobile applications be developed. Innovation is the key driving force that can make or break the market regarding mobile app development. A fantastic team of mobile app developers and smart innovation employing the latest technology produce a huge hit app. Let us learn more about how the mobile app development market grows. 1. The Market for Mobile Application Development The mobile application development market is projected to grow at a 13.4% CAGR from 2023 to 2030, with a value of $187.58 billion recorded in 2021. This is due to the increased use of the internet and smartphone platforms, as well as artificial intelligence and machine learning. The app's algorithms learn and understand user interests to deliver refined results that generate better user engagement. As Ericsson and the Radicati Group forecasted, 6.64 billion people own a smartphone today, which is around 83.32% of the world population, and by 2025, 7.33 billion people will own a smartphone. As a result, there is a substantial rise in demand for better smartphone apps, for which creative and innovative mobile application development is the need of the hour. Innovation will give your business a competitive edge it's never had before. It will also open up new ways to grow your business. Discover the top innovations in mobile app development. 2. Innovations in Mobile Application Development Some of the technological breakthroughs in mobile app development will greatly improve the user experience in the future. These focus mainly on the implementation of the latest technological innovations to realize functionality that has never been seen or done before. Let us now delve into their specifics. 2.1 In-App Paid Features: Android and iOS Development While Android has a market share of 70%, iOS has grabbed a market share of around 28% in the mobile operating systems market as of 2022. In-app advertising and in-app purchases generate the major ROI from mobile applications on both mobile operating platforms. A great UI and UX go a long way toward boosting your app and business, and they also help you rank highly in the respective app markets, i.e., the Google Play Store and the App Store. Rolling out constant updates and adhering to the security standards of the marketplace keeps your business app ranking at the top. 2.2 Augmented and Virtual Reality With the AR kit, you can design and make 3D mobile apps for your customers that use virtual reality. AR and VR are constantly changing the business of making mobile apps. You can use these trends to give mobile users really great experiences. A few of the sectors making successful use of these technologies include gaming, e-commerce, retail, interior design, real estate, tourism and travel, education, training, healthcare, manufacturing and construction, advertising and marketing, and entertainment. Your AR and VR mobile apps are more valuable if you can meet your expectations for maximum ROI with a minimum budget. You can do this by making constant improvements to your minimum viable product. 2.3 Beacon Technology The beacon technology uses a smartphone's Bluetooth to identify any store, museum, or other business in the vicinity. As mobile devices get more powerful, IoT and edge sensors will be used more and more. Because of that, beacon technology will change the way we interact with the world. This technology sends notifications to your customer’s phone about your product when the customer passes by, sends content and descriptions about an ongoing event at your location to your customers, and more. Proximity marketing and indoor navigation notifications are the few ways retail is using this technology. With the help of beacon technology, your business can track assets, keep track of contacts, offer access to loyalty programs, gather advanced data, and send mobile tickets. 2.4 Al and ML The versatility and power of innovations in Al and ML keep them relevant. For example, they let you turn pictures into animations that look real. These animations provide real-time analytics and other valuable insights. As an AI learns from its own experience, providing a better customer experience based on the data you feed it helps create intelligent chatbots. Personalized shopping assistance, fraud prevention, task automation, smart content, voice assistants, and autonomous vehicles are a few of the examples where you will see AI implemented. An AI trains itself through machine learning, or ML. ML forecasts future data trends using available historical data. This invaluable addition to your existing apps transforms the way they interact with customers. We are one step closer to a super-personalized experience. 2.5 Wearables Wearables let you make calls, find your way to your destination, measure and analyze your vital signs in real time, and look at your own personal insights. So, app developers and businesspeople should focus on making apps that give people who use wearables a great digital experience. Getting better apps for wearable devices can greatly enhance their functionality and the user experience. From listening to your favorite music to tracking your fitness goals, taking notes, finding a parking spot, and adhering to your health and fitness regimen, a wearable device does it all. If developing your company’s wearable app delivers more value, this technology is not just a game changer but a lifesaver for many. 2.6 Predictive Analytics Predictive analytics is essential to e-commerce. When it comes to making mobile apps, predictive analysis can help improve both the process and the user experience. By putting together information from many developers, it can help predict problems and suggest solutions. Your predictive analytics will be better if you use artificial intelligence (AI), data mining, machine learning, modeling, and statistics. The data that your small and medium-scale businesses have gathered over a period of time becomes one of the most valuable sources of information that helps predict and forecast future market trends. Unexplained market rises and falls will now have an explanation, as will mobile apps that can precisely tell what, when, and where needs to be changed, replaced, or repaired. Using constants and variables that are already known, predictive analytics and data modeling can help make accurate predictions about the future. 2.7 Blockchain Technology The world of blockchain has innumerable possibilities. Applications backed by blockchain technology benefit from end-to-end encryption. This means no one but you can retain data ownership rights. Blockchain technology is used for a lot of important communication and financial transactions because it is safe and private. Blockchain holds promise for better efficiency, productivity, and performance, as well as for elevating the user experience. Blockchain is more secure and reliable, offers better transparency in financial transactions, makes you go password-free using an SSL certificate (Secure Sockets Layer), promotes simplicity, protects your identity, safeguards access to your digital data and information, and helps transmit and receive accurate data with the help of balanced data transfer using several nodes at once. 2.8 On-Demand Applications As lockdowns and quarantines went on for a long time, many delivery apps started to appear. There were apps for taxis, grocery stores, and even medicine delivery. The on-demand model is likely to grow as more service-based companies shift their focus towards on-demand apps. Technology is always changing, and every year, new versions of technology hit the market. That's why we need to keep up with the latest updates and use them to make applications that are both new and full of features. That's a must for a successful launch of a mobile app. Making the software development process easy for the developers reduces the time it takes to develop applications using the software. There are options like rapid application development software, no code, and low-code application development software. These can include mobile app development, SaaS (software as a service), cloud apps, on-premise standalone apps, desktop apps, and web-based apps for many devices, including IoT devices. Using AI to power the application development process speeds up development, testing, and deployment, which helps a lot with scaling from small to medium to large and beyond. 3. Long-Term Benefits of Mobile App Innovations for Your Small Business: Creating a winning product doesn’t have to be a long process. Improvements on the product offered by competitors and finding competitor product shortcomings, along with using innovative technologies, help add value to your mobile app as a product. Mobile app development innovations help in many ways, such as: Improve your brand's relationship with your customers Offer 24/7 access to your business Get excellent customer insights Efficiently market your product online Save on additional marketing costs Boost employee efficiency by increasing engagement Improve communication shreds down the busy work and Streamline the data Generate a new revenue stream from ads targeted at in-app purchases. As a result, you meet customer expectations efficiently, allowing you to expand your business and attract potential customers. Your customers and potential customers are always looking for something new and exciting to experience and adopt. Sooner or later, they make habits of seeing something, and then they start thinking of that mobile app as a standard benchmark to look up to. Talking about the scalability of a mobile application, there is a lot of scope to improve using innovative technologies, and all minor to major updates take you from where you are to where you want to be. Finding the right mix of technologies will help your business grow and expand. 4. Tying Everything Together Business growth for small-scale businesses starts with new inputs and strategic technological investments in mobile app development. Although they sound promising, striking the right balance to implement innovative technologies relies heavily on rigorous predictive analysis. Tools and technologies help meet customer expectations at scale and grow the business beyond imagination with the power of innovation.

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INNOVATION, SOFTWARE, FUTURE TECH

Empowering Industry 4.0 with Artificial Intelligence

Article | November 14, 2022

The next step in industrial technology is about robotics, computers and equipment becoming connected to the Internet of Things (IoT) and enhanced by machine learning algorithms. Industry 4.0 has the potential to be a powerful driver of economic growth, predicted to add between $500 billion- $1.5 trillion in value to the global economy between 2018 and 2022, according to a report by Capgemini.

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SOFTWARE

How Artificial Intelligence Is Transforming Businesses

Article | July 13, 2022

Whilst there are many people that associate AI with sci-fi novels and films, its reputation as an antagonist to fictional dystopic worlds is now becoming a thing of the past, as the technology becomes more and more integrated into our everyday lives. AI technologies have become increasingly more present in our daily lives, not just with Alexa’s in the home, but also throughout businesses everywhere, disrupting a variety of different industries with often tremendous results. The technology has helped to streamline even the most mundane of tasks whilst having a breath-taking impact on a company’s efficiency and productivity

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The advances of AI in healthcare

Article | February 11, 2020

With the Government investing £250 million into the project, the Lab will consider how to use AI for the benefit of patients – whether this be the deployment of existing AI methods, the development of new technologies or the testing of their safety. Amongst other things, the initiative will aim to deliver earlier diagnoses of cancer. It is estimated that in excess of 50,000 extra patients could see their cancer being detected at an early stage, thus boosting survival rates. More specifically, a study has shown that AI is quicker in identifying brain tumour tissue than a pathologist.This would have a positive knock-on effect in other areas, such as enabling money to be saved (that otherwise would have been spent on further treatment) and reducing the workload of staff (at a time when there is a crisis in NHS workforce numbers).

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Spotlight

SoftServe

With over 20 years of experience in digital software development and consulting, SoftServe is a global leader in solving complex business problems, creating industry disrupting technology and accelerating growth and innovation while optimizing operational efficiency. From leading ISV to Fortune 1000 digital enterprises, SoftServe has transformed the way thousands of clients do business with the most innovative technologies and processes in Big Data, Internet of Things (IoT), DevOps, digital commerce, security, and experience design.

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INNOVATION,SOFTWARE,FUTURE TECH

Black Knight Launches the Developer Portal to Improve Client Integration and Productivity

Black Knight | January 13, 2023

On January 12, 2023, Black Knight, Inc. announced the launch of its new Developer Portal, a one-stop storefront that will allow clients, third-party providers, and their developers to access the company's application program interfaces (APIs) catalog across the mortgage life cycle. APIs reveal business functionality and client data that are neatly packaged into reusable services that adhere to industry-standard protocols and norms to facilitate integration. By utilizing Black Knight's APIs, clients can seamlessly embed additional functionality into their applications, which can help facilitate intuitive and frictionless user experience journeys. As an adjunct to Black Knight's commitment to delivering new innovation and seamless connections to the market, the Developer Portal offers a central repository of documentation explaining the application connections that Black Knight offers. This catalog of APIs includes web APIs, webhooks, web services, and other integration tools. The Developer Portal also consists of a self-service interface through which clients can search for and explore API specifications, product overviews, user guides, implementation documentation, and other relevant materials. The Developer Portal is a core component of Black Knight's "API-first" approach, through which products are developed and enhanced using the power of APIs. This approach expedites Black Knight's ability to introduce innovative solutions to the market as fast as possible for the benefit of clients. By offering easy, self-service access to the API catalog and all essential tooling, the Developer Portal enables clients to innovate further by rapidly integrating their apps and data to help accomplish their desired business outcomes. While the Developer Portal presently contains API documentation for Black Knight's servicing technologies, this information is being actively expanded to include APIs across the mortgage life cycle. About Black Knight Black Knight, Inc. is a leading software, data, and analytics firm that fosters innovation in mortgage lending and servicing, real estate, capital, and secondary markets. It offers comprehensive, integrated solutions throughout the entire homeownership life cycle to businesses that help them gain new customers, retain existing ones, mitigate risk, and operate more effectively. It also offers comprehensive, scalable products and an unwavering commitment to delivering superior client support, which clients can rely on to achieve their strategic goals and better serve their customers.

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AI TECH,AI APPLICATIONS

NICE Launches ElevateAI, The Market Leading AI as a Service (AIaaS), to Make Every CX Application Smarter

NICE | December 16, 2022

NICE today announced the launch of ElevateAI, a new AIaaS solution that brings the power of Enlighten AI, its purpose-built CX AI, to the developer community. NICE is expanding its AI and Analytics leadership beyond the software market with AI services, enabling creators access to unrivaled data to enrich every moment of every customer interaction. Now with ElevateAI, creators can quickly and easily tap into NICE’s award-winning AI with developer-friendly APIs, instant sign-up capabilities, and affordable consumption-based pricing. ElevateAI supports the booming demand for artificial intelligence to improve CX. In Forrester’s publication, “The Three Customer Service Megatrends in 2022,” the analysts report that “In response to the COVID-19 crisis, 52% of companies accelerated their AI adoption plans. In 2022, being ‘data-driven’ must become more than just a slogan.” Further, the 2022 Gartner Hype Cycle for Emerging Technologies states, “Expanding AI adoption is a critical way to evolve products, services and solutions.” In today’s ultra-competitive business environment, AI is now a must-have to turn CX into a real competitive differentiator. ElevateAI gives the industry a new way to gain customer insights across audio, transcripts, and chats to build smart CX applications. Through an easy-to-use API, organizations of all sizes can understand the voice of their customers with automated speech recognition (ASR) technology trained on billions of interactions from the world’s leading CX dataset. Pre-built CX AI models, developed with 20 years of research and proven outcomes, provide the ability to understand sentiment and behavior on a massive scale. An open and flexible architecture supports easy integration with any existing technology stack while powering limitless innovation. With ElevateAI, the creator community can use AI to define a new standard for CX development. “The data-driven, AI future is already here, with organizations heavily prioritizing their investments in this direction. As the leader in AI for customer experience, we are very pleased to announce the release of ElevateAI, enabling organizations to benefit from NICE’s leading Enlighten AI models within their own developed software.” Barry Cooper, President, CX Division, NICE. Keith Dawson, VP and Research Director, Ventana Research, said, Today artificial intelligence is a top priority for customer experience teams. ElevateAI reinforces NICE as a leader in AI for CX. This cost-effective and developer-friendly solution makes superior intelligence more accessible to the market for organizations of all sizes, helping NICE stand out in the market. About NICE With NICE, it’s never been easier for organizations of all sizes around the globe to create extraordinary customer experiences while meeting key business metrics. Featuring the world’s #1 cloud native customer experience platform, CXone, NICE is a worldwide leader in AI-powered self-service and agent-assisted CX software for the contact center – and beyond. Over 25,000 organizations in more than 150 countries, including over 85 of the Fortune 100 companies, partner with NICE to transform - and elevate - every customer interaction.

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AI TECH,SOFTWARE,MACHINE LEARNING

Edge Impulse to Lower Barrier to Machine Learning Application Development Through Software Integration Collaboration with Renesas

Edge Impulse | November 29, 2022

Edge Impulse, the foremost development platform for ML on edge devices, today announced a joint initiative to advance professional machine learning implementation by bringing Renesas' DRP-AI Translator software directly into Edge Impulse Studio. Edge Impulse Studio allows developers to quickly and easily create and optimize solutions with real-world data. The company's platform streamlines the entire process of collecting and structuring datasets, designing ML algorithms with ready-made building blocks, validating the models with real-time data, and deploying the fully optimized production-ready result to an edge target. The DRP-AI is Renesas' low-power, proprietary AI accelerator. The integration of DRP-AI Translator software into Edge Impulse Studio will now allow users to access its features inside the Studio environment, rather than needing to run it externally. Out-of-the-box hardware support for the integration is currently available for Renesas' new RZ/V2L Evaluation Board Kit, which offers high-precision AI inference capabilities combined with top-class power efficiency. Powered by DRP-AI and dual 1.2GHz Arm® Cortex®-A55, RZ/V2L is ideal for exploring industrial monitoring and visibility solutions. "A sound technology strategy involves coupling reliable hardware with intelligent software. "I am thrilled to connect with Renesas in making our machine learning software tools even more capable by allowing users to directly access the features that make Renesas' hardware world-class." Zach Shelby, CEO and co-founder of Edge Impulse "Edge Impulse offers our customers a state-of-the-art cloud environment that works seamlessly with Renesas' RZ/V2L MPUs," said Shigeki Kato, Vice President of Renesas' Enterprise Infrastructure Business Division. "Using the integrated development environment, engineers can easily build full-scale AI Machine Learning solutions for a wide range of applications including industrial monitoring systems, smart buildings, smart cities and other vision-based inspection systems." About Edge Impulse Edge Impulse is the leading machine learning platform, enabling all enterprises to build smarter edge products. Their technology empowers developers to bring more ML products to market faster and helps enterprise teams rapidly develop industry-specific solutions in weeks instead of years. The Edge Impulse platform provides powerful automation and low-code capabilities to make it easier to build valuable datasets and develop advanced ML with streaming data. With over 40,000 developers, and partnerships with the top silicon vendors, Edge Impulse offers a seamless integration experience to validate and deploy with confidence across the largest hardware ecosystem.

Read More

INNOVATION,SOFTWARE,FUTURE TECH

Black Knight Launches the Developer Portal to Improve Client Integration and Productivity

Black Knight | January 13, 2023

On January 12, 2023, Black Knight, Inc. announced the launch of its new Developer Portal, a one-stop storefront that will allow clients, third-party providers, and their developers to access the company's application program interfaces (APIs) catalog across the mortgage life cycle. APIs reveal business functionality and client data that are neatly packaged into reusable services that adhere to industry-standard protocols and norms to facilitate integration. By utilizing Black Knight's APIs, clients can seamlessly embed additional functionality into their applications, which can help facilitate intuitive and frictionless user experience journeys. As an adjunct to Black Knight's commitment to delivering new innovation and seamless connections to the market, the Developer Portal offers a central repository of documentation explaining the application connections that Black Knight offers. This catalog of APIs includes web APIs, webhooks, web services, and other integration tools. The Developer Portal also consists of a self-service interface through which clients can search for and explore API specifications, product overviews, user guides, implementation documentation, and other relevant materials. The Developer Portal is a core component of Black Knight's "API-first" approach, through which products are developed and enhanced using the power of APIs. This approach expedites Black Knight's ability to introduce innovative solutions to the market as fast as possible for the benefit of clients. By offering easy, self-service access to the API catalog and all essential tooling, the Developer Portal enables clients to innovate further by rapidly integrating their apps and data to help accomplish their desired business outcomes. While the Developer Portal presently contains API documentation for Black Knight's servicing technologies, this information is being actively expanded to include APIs across the mortgage life cycle. About Black Knight Black Knight, Inc. is a leading software, data, and analytics firm that fosters innovation in mortgage lending and servicing, real estate, capital, and secondary markets. It offers comprehensive, integrated solutions throughout the entire homeownership life cycle to businesses that help them gain new customers, retain existing ones, mitigate risk, and operate more effectively. It also offers comprehensive, scalable products and an unwavering commitment to delivering superior client support, which clients can rely on to achieve their strategic goals and better serve their customers.

Read More

AI TECH,AI APPLICATIONS

NICE Launches ElevateAI, The Market Leading AI as a Service (AIaaS), to Make Every CX Application Smarter

NICE | December 16, 2022

NICE today announced the launch of ElevateAI, a new AIaaS solution that brings the power of Enlighten AI, its purpose-built CX AI, to the developer community. NICE is expanding its AI and Analytics leadership beyond the software market with AI services, enabling creators access to unrivaled data to enrich every moment of every customer interaction. Now with ElevateAI, creators can quickly and easily tap into NICE’s award-winning AI with developer-friendly APIs, instant sign-up capabilities, and affordable consumption-based pricing. ElevateAI supports the booming demand for artificial intelligence to improve CX. In Forrester’s publication, “The Three Customer Service Megatrends in 2022,” the analysts report that “In response to the COVID-19 crisis, 52% of companies accelerated their AI adoption plans. In 2022, being ‘data-driven’ must become more than just a slogan.” Further, the 2022 Gartner Hype Cycle for Emerging Technologies states, “Expanding AI adoption is a critical way to evolve products, services and solutions.” In today’s ultra-competitive business environment, AI is now a must-have to turn CX into a real competitive differentiator. ElevateAI gives the industry a new way to gain customer insights across audio, transcripts, and chats to build smart CX applications. Through an easy-to-use API, organizations of all sizes can understand the voice of their customers with automated speech recognition (ASR) technology trained on billions of interactions from the world’s leading CX dataset. Pre-built CX AI models, developed with 20 years of research and proven outcomes, provide the ability to understand sentiment and behavior on a massive scale. An open and flexible architecture supports easy integration with any existing technology stack while powering limitless innovation. With ElevateAI, the creator community can use AI to define a new standard for CX development. “The data-driven, AI future is already here, with organizations heavily prioritizing their investments in this direction. As the leader in AI for customer experience, we are very pleased to announce the release of ElevateAI, enabling organizations to benefit from NICE’s leading Enlighten AI models within their own developed software.” Barry Cooper, President, CX Division, NICE. Keith Dawson, VP and Research Director, Ventana Research, said, Today artificial intelligence is a top priority for customer experience teams. ElevateAI reinforces NICE as a leader in AI for CX. This cost-effective and developer-friendly solution makes superior intelligence more accessible to the market for organizations of all sizes, helping NICE stand out in the market. About NICE With NICE, it’s never been easier for organizations of all sizes around the globe to create extraordinary customer experiences while meeting key business metrics. Featuring the world’s #1 cloud native customer experience platform, CXone, NICE is a worldwide leader in AI-powered self-service and agent-assisted CX software for the contact center – and beyond. Over 25,000 organizations in more than 150 countries, including over 85 of the Fortune 100 companies, partner with NICE to transform - and elevate - every customer interaction.

Read More

AI TECH,SOFTWARE,MACHINE LEARNING

Edge Impulse to Lower Barrier to Machine Learning Application Development Through Software Integration Collaboration with Renesas

Edge Impulse | November 29, 2022

Edge Impulse, the foremost development platform for ML on edge devices, today announced a joint initiative to advance professional machine learning implementation by bringing Renesas' DRP-AI Translator software directly into Edge Impulse Studio. Edge Impulse Studio allows developers to quickly and easily create and optimize solutions with real-world data. The company's platform streamlines the entire process of collecting and structuring datasets, designing ML algorithms with ready-made building blocks, validating the models with real-time data, and deploying the fully optimized production-ready result to an edge target. The DRP-AI is Renesas' low-power, proprietary AI accelerator. The integration of DRP-AI Translator software into Edge Impulse Studio will now allow users to access its features inside the Studio environment, rather than needing to run it externally. Out-of-the-box hardware support for the integration is currently available for Renesas' new RZ/V2L Evaluation Board Kit, which offers high-precision AI inference capabilities combined with top-class power efficiency. Powered by DRP-AI and dual 1.2GHz Arm® Cortex®-A55, RZ/V2L is ideal for exploring industrial monitoring and visibility solutions. "A sound technology strategy involves coupling reliable hardware with intelligent software. "I am thrilled to connect with Renesas in making our machine learning software tools even more capable by allowing users to directly access the features that make Renesas' hardware world-class." Zach Shelby, CEO and co-founder of Edge Impulse "Edge Impulse offers our customers a state-of-the-art cloud environment that works seamlessly with Renesas' RZ/V2L MPUs," said Shigeki Kato, Vice President of Renesas' Enterprise Infrastructure Business Division. "Using the integrated development environment, engineers can easily build full-scale AI Machine Learning solutions for a wide range of applications including industrial monitoring systems, smart buildings, smart cities and other vision-based inspection systems." About Edge Impulse Edge Impulse is the leading machine learning platform, enabling all enterprises to build smarter edge products. Their technology empowers developers to bring more ML products to market faster and helps enterprise teams rapidly develop industry-specific solutions in weeks instead of years. The Edge Impulse platform provides powerful automation and low-code capabilities to make it easier to build valuable datasets and develop advanced ML with streaming data. With over 40,000 developers, and partnerships with the top silicon vendors, Edge Impulse offers a seamless integration experience to validate and deploy with confidence across the largest hardware ecosystem.

Read More

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