{"id":771318,"date":"2025-10-08T16:09:13","date_gmt":"2025-10-08T14:09:13","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/overview-of-the-machine-learning-landscape-2025\/"},"modified":"2025-10-08T16:09:13","modified_gmt":"2025-10-08T14:09:13","slug":"overview-of-the-machine-learning-landscape-2025","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/uk\/expert-view\/overview-of-the-machine-learning-landscape-2025\/","title":{"rendered":"Overview of the Machine Learning Landscape (2025)"},"content":{"rendered":"\n<div class=\"wp-block-group has-gray-light-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-03cab32d wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1436\" height=\"1444\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1.png\" alt=\"\" class=\"wp-image-690268\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1.png 1436w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-298x300.png 298w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-1018x1024.png 1018w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-150x150.png 150w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-768x772.png 768w\" sizes=\"auto, (max-width: 1436px) 100vw, 1436px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<h2 class=\"wp-block-heading has-base-font-size\" id=\"h-written-as-part-of-our-ai-upskilling-program\" style=\"margin-top:0;margin-bottom:0;padding-bottom:var(--wp--preset--spacing--x-small)\"><strong>Written as part of our AI Upskilling Program<\/strong><\/h2>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\" style=\"margin-top:0;padding-top:var(--wp--preset--spacing--x-small)\">This article was created as part of the Global <a href=\"https:\/\/devoteam.info\/news-and-pr\/how-ai-training-for-employees-brought-devoteam-instant-roi\/\">Devoteam AI Upskilling Program<\/a>, where employees share their knowledge to accelerate their learning. The program&#8217;s key objective is to provide a foundation in AI for every employee and apply these new skills in our work. Do you want to work with us? Check out our career opportunities.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--small);margin-bottom:var(--wp--preset--spacing--x-small)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/join-us\/\">Career Opportunities<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">The world of <strong>machine learning<\/strong> (ML) has grown exponentially, moving from a niche academic discipline to a powerful tool for businesses across every sector. From predicting market trends and optimising supply chains to creating hyper-realistic images and generating human-like text, ML is now a <strong>cornerstone of modern innovation<\/strong>. This article provides a comprehensive overview of the <strong>2025 ML landscape<\/strong>, exploring the key components of the development pipeline, the tools and technologies available, and the exciting rise of generative AI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-machine-learning-pipeline\"><strong>The Machine Learning Pipeline<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">At its core, the machine learning pipeline is a structured process that data scientists and engineers follow to build, deploy, and maintain machine learning models. It&#8217;s a journey that begins with data and ends with a functional, deployed model. This process typically includes several stages: data collection and cleaning, feature engineering, model training and evaluation, and finally, deployment and monitoring.<\/p>\n\n\n\n<p class=\"has-main-color has-text-color has-link-color wp-elements-1 wp-block-paragraph\">However, the complexity and technical expertise required for this pipeline have historically been a barrier. This is where <strong>AutoML<\/strong>, or automated machine learning, comes into play. AutoML refers to the methods and processes that make the entire pipeline of creating machine learning systems easier for non-machine learning experts. By automating repetitive and complex tasks like algorithm selection and hyperparameter tuning, AutoML democratises ML, allowing a broader range of individuals and organisations to leverage its power without a deep understanding of the underlying theory. Read our <a href=\"https:\/\/devoteam.info\/uk\/expert-view\/what-is-automl\/\"><strong>full guide on AutoML<\/strong><\/a>. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-programming-languages-and-frameworks-for-machine-learning\"><strong>Programming Languages and Frameworks for Machine Learning<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The choice of programming language and framework is a critical decision in any ML project. While some languages are more dominant, several offer robust libraries and tools for machine learning development.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Programming-Languages-and-Frameworks-for-Machine-Learning.jpg\" alt=\"\" class=\"wp-image-750723\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Programming-Languages-and-Frameworks-for-Machine-Learning.jpg 1920w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Programming-Languages-and-Frameworks-for-Machine-Learning-300x169.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Programming-Languages-and-Frameworks-for-Machine-Learning-1024x576.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Programming-Languages-and-Frameworks-for-Machine-Learning-768x432.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Programming-Languages-and-Frameworks-for-Machine-Learning-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-primary-color has-text-color has-link-color has-medium-small-font-size wp-elements-2\" id=\"h-1-python\">1. Python<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">When it comes to the sheer volume of libraries and community support, Python remains the undisputed leader. Frameworks like <strong>scikit-learn<\/strong> provide a simple and efficient tool for data mining and data analysis. For deep learning, developers often turn to <strong>TensorFlow<\/strong>, <strong>Keras<\/strong>, and <strong>PyTorch<\/strong>. The Python ecosystem is also rich in AutoML tools, with options such as <strong>TPOT<\/strong>, <strong>auto-sklearn<\/strong>, and <strong>PyCaret<\/strong> providing automated solutions for building models.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-primary-color has-text-color has-link-color has-medium-small-font-size wp-elements-3\" id=\"h-2-java\">2. Java<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Java has been a reliable choice, especially in enterprise environments, and its ecosystem for machine learning provides some notable options. These include frameworks like <strong>Apache Spark MLlib<\/strong>, <strong>H2O.ai<\/strong>, <strong>Tribuo<\/strong>, <strong>DJL<\/strong>, and <strong>DL4J<\/strong>. H2O.ai, in particular, stands out as it includes an AutoML capability, making it a compelling option for those looking to simplify their workflow.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-primary-color has-text-color has-link-color has-medium-small-font-size wp-elements-4\" id=\"h-3-c\">3. C#<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C# is also making significant strides in the ML space. The primary tool here is <strong>ML.NET<\/strong>, a free, cross-platform, open-source machine learning framework that provides an AutoML feature. This allows .NET developers to integrate custom machine learning models into their applications without needing to be an expert in the field.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-primary-color has-text-color has-link-color has-medium-small-font-size wp-elements-5\" id=\"h-4-php\">4. PHP<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Even languages like PHP have found a place in the ML world. Libraries such as <strong>PHP-ML<\/strong> and <strong>Rubix-ML<\/strong> enable developers to implement machine learning algorithms directly within their web applications.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-end-to-end-ml-platforms\"><strong>End-to-End ML Platforms<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Building and deploying ML models at scale can be complex and resource-intensive. To address this, many companies now offer end-to-end platforms that streamline the entire MLOps (Machine Learning Operations) lifecycle. These platforms provide a complete suite of tools for data preparation, model building, deployment, and monitoring.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The competitive landscape of MLOps platforms is dominated by major cloud providers, such as <strong>Amazon SageMaker<\/strong>, which is a comprehensive service that allows developers and data scientists to build, train, and deploy machine learning models quickly. Similarly, <strong>Vertex AI<\/strong> from Google and <strong>AzureML<\/strong> from Microsoft provide integrated environments that unify the ML workflow, from data to production.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In addition to these commercial solutions, there are also powerful <strong>open-source<\/strong> platforms. <strong>Kubeflow<\/strong> is a project dedicated to making deployments of machine learning workflows on Kubernetes simple, portable, and scalable. <strong>Metaflow<\/strong> is another popular open-source framework designed to help data scientists and engineers build and manage real-life ML projects.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cloud-vs-on-premise-solutions\"><strong>Cloud vs. On-Premise Solutions<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Deciding between a cloud-based or on-premise solution is a fundamental choice for any organisation implementing MLOps. Each option comes with its own set of advantages and challenges.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Cloud-based solutions<\/strong> offer unparalleled flexibility and scalability. They operate on a pay-as-you-go model, meaning you only pay for the resources you use. This elasticity is perfect for handling fluctuating workloads and ensures you can scale up or down as needed. However, these solutions can raise concerns regarding sensitive data, as the data is stored and processed on third-party servers. They also require a stable and reliable internet connection, which can be a limitation in some scenarios.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In contrast, <strong>on-premise solutions<\/strong> provide greater data security and control. By keeping all hardware and data within the company&#8217;s own infrastructure, organisations can maintain full oversight and adhere to strict compliance regulations. The trade-off, however, is the high upfront costs for hardware and infrastructure. On-premise setups also require dedicated teams for maintenance and support, which can be both time-consuming and expensive.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-generative-ai-landscape\"><strong>The Generative AI Landscape<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">One of the most transformative developments in machine learning is the emergence of <strong>generative AI (GenAI)<\/strong>. GenAI models are capable of creating new, original content, whether it&#8217;s text, images, voice, or video. This technology is rapidly reshaping industries and creating new possibilities for creativity and automation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the realm of language solutions, giants like <strong>Mistral AI<\/strong>, <strong>Gemini<\/strong>, <strong>Claude<\/strong>, <strong>Cohere<\/strong>, and <strong>OpenAI<\/strong> have released models that can generate coherent and contextually relevant text. Platforms such as <strong>Amazon Bedrock<\/strong>, <strong>Vertex AI<\/strong>, and <strong>Azure OpenAI<\/strong> make these powerful models accessible for business applications.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For image generation, services from <strong>OpenAI<\/strong> (DALL-E), <strong>Midjourney<\/strong>, <strong>Leonardo.A<\/strong>I, <strong>Stability.ai<\/strong>, and <strong>Amazon Bedrock<\/strong> (Amazon Titan &amp; Canvas) are leading the way. These models can create photorealistic images from simple text descriptions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The generation of voice and video has also seen significant advancements. Solutions like <strong>Amazon Polly<\/strong>, <strong>Azure AI Speech<\/strong>, <strong>IBM Watson Text to Speech<\/strong>, and <strong>ElevenLabs<\/strong> are revolutionising how we create audio content. For video, tools like <strong>Synthesia<\/strong>, <strong>Runway<\/strong>, <strong>Colossyan<\/strong>, and <strong>Sora<\/strong> are enabling the creation of dynamic, AI-generated videos with minimal effort.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To facilitate the integration of these powerful GenAI models into applications, a new set of frameworks has emerged. <strong>Spring AI<\/strong> and <strong>LangChain4j<\/strong> are popular choices for Java developers, while Python programmers often use <strong>LangChain<\/strong>, <strong>Semantic Kernel<\/strong>, <strong>AutoGPT<\/strong>, and <strong>LlamaIndex<\/strong>. For those working in C#, <strong>Semantic Kernel<\/strong> is a key framework, and in PHP, libraries like <strong>LLPhant<\/strong> and <strong>OpenAI PHP<\/strong> simplify the process of interacting with large language models.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-machine-learning-in-action-real-world-use-cases\"><strong>Machine Learning in Action: Real-world Use Cases<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The theoretical capabilities of machine learning only become truly impactful when applied to real-world problems. The list of use cases is endless and growing every day. Check out Devoteam&#8217;s success stories: <\/p>\n\n\n\n\t<div data-wp-interactive=\"success-story-slider\" data-wp-init=\"callbacks.initSlider\" data-wp-context='{\"currentSlide\":0}' class=\"success-story-slider is-layout-constrained alignfull\">\n\n\n\t\t<div class=\"main-swiper-container swiper-container alignwide\">\n\n\t\t\t<div class=\"swiper-wrapper\">\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"swiper-slide mini\">\n\n\t\t\t\t\t\t<div class=\"card h-100\">\n\t\t\t\t\t\t\t<div class=\"img-wrapper position-relative overflow-hidden\">\n\t\t\t\t\t\t\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/source-global-research-accelerating-research-intelligence-with-ai-powered-insights\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2026\/01\/GettyImages-1128201609.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Source Global Research: Accelerating Research Intelligence with AI-Powered Insights\" style=\"object-fit:cover;\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2026\/01\/GettyImages-1128201609.jpg 2560w, https:\/\/devoteam.info\/wp-content\/uploads\/2026\/01\/GettyImages-1128201609-300x200.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2026\/01\/GettyImages-1128201609-1024x683.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2026\/01\/GettyImages-1128201609-768x512.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2026\/01\/GettyImages-1128201609-1536x1024.jpg 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2026\/01\/GettyImages-1128201609-2048x1366.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/a><\/figure>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<div>\n\t<p style=\"font-style:normal;font-weight:700;margin-bottom:0;margin-top:0\" class=\"has-link-color wp-elements-6 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\t\t<h3 style=\"margin-top:0\" class=\"wp-block-post-title has-medium-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/source-global-research-accelerating-research-intelligence-with-ai-powered-insights\/\" target=\"_self\" >Source Global Research: Accelerating Research Intelligence with AI-Powered Insights<\/a><\/h3><\/div>\t\t\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/uk\/success-story\/source-global-research-accelerating-research-intelligence-with-ai-powered-insights\/\">Read more<\/a><\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"swiper-slide mini\">\n\n\t\t\t\t\t\t<div class=\"card h-100\">\n\t\t\t\t\t\t\t<div class=\"img-wrapper position-relative overflow-hidden\">\n\t\t\t\t\t\t\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/longchamp-copilot-deployment\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"1018\" height=\"674\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Devoteam_Copilot_Longchamp-2.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Copilot Deployment at Longchamp: From 10% to 98.6% Adoption in 6 Months\" style=\"object-fit:cover;\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Devoteam_Copilot_Longchamp-2.jpg 1018w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Devoteam_Copilot_Longchamp-2-300x199.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Devoteam_Copilot_Longchamp-2-768x508.jpg 768w\" sizes=\"auto, (max-width: 1018px) 100vw, 1018px\" \/><\/a><\/figure>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<div>\n\t<p style=\"font-style:normal;font-weight:700;margin-bottom:0;margin-top:0\" class=\"has-link-color wp-elements-7 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\t\t<h3 style=\"margin-top:0\" class=\"wp-block-post-title has-medium-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/longchamp-copilot-deployment\/\" target=\"_self\" >Copilot Deployment at Longchamp: From 10% to 98.6% Adoption in 6 Months<\/a><\/h3><\/div>\t\t\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/uk\/success-story\/longchamp-copilot-deployment\/\">Read more<\/a><\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"swiper-slide mini\">\n\n\t\t\t\t\t\t<div class=\"card h-100\">\n\t\t\t\t\t\t\t<div class=\"img-wrapper position-relative overflow-hidden\">\n\t\t\t\t\t\t\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/hypebeast-saves-3-million-annually-with-gemini-enterprise\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/hypebeast.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Cutting Costs, Not Style: Hypebeast Saves $3 Million Annually with Gemini Enterprise\" style=\"object-fit:cover;\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/hypebeast.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/hypebeast-300x300.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/hypebeast-150x150.jpg 150w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/hypebeast-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<div>\n\t<p style=\"font-style:normal;font-weight:700;margin-bottom:0;margin-top:0\" class=\"has-link-color wp-elements-8 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\t\t<h3 style=\"margin-top:0\" class=\"wp-block-post-title has-medium-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/hypebeast-saves-3-million-annually-with-gemini-enterprise\/\" target=\"_self\" >Cutting Costs, Not Style: Hypebeast Saves $3 Million Annually with Gemini Enterprise<\/a><\/h3><\/div>\t\t\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/uk\/success-story\/hypebeast-saves-3-million-annually-with-gemini-enterprise\/\">Read more<\/a><\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"swiper-slide mini\">\n\n\t\t\t\t\t\t<div class=\"card h-100\">\n\t\t\t\t\t\t\t<div class=\"img-wrapper position-relative overflow-hidden\">\n\t\t\t\t\t\t\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/automating-event-intelligence-how-version-two-scaled-insights-with-aws-bedrock\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1280\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/AdobeStock_479746347.jpeg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Automating Event Intelligence: How Version Two Scaled Insights with AWS Bedrock\" style=\"object-fit:cover;\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/AdobeStock_479746347.jpeg 1920w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/AdobeStock_479746347-300x200.jpeg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/AdobeStock_479746347-1024x683.jpeg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/AdobeStock_479746347-768x512.jpeg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/AdobeStock_479746347-1536x1024.jpeg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/a><\/figure>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<div>\n\t<p style=\"font-style:normal;font-weight:700;margin-bottom:0;margin-top:0\" class=\"has-link-color wp-elements-9 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\t\t<h3 style=\"margin-top:0\" class=\"wp-block-post-title has-medium-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/automating-event-intelligence-how-version-two-scaled-insights-with-aws-bedrock\/\" target=\"_self\" >Automating Event Intelligence: How Version Two Scaled Insights with AWS Bedrock<\/a><\/h3><\/div>\t\t\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/uk\/success-story\/automating-event-intelligence-how-version-two-scaled-insights-with-aws-bedrock\/\">Read more<\/a><\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"swiper-slide mini\">\n\n\t\t\t\t\t\t<div class=\"card h-100\">\n\t\t\t\t\t\t\t<div class=\"img-wrapper position-relative overflow-hidden\">\n\t\t\t\t\t\t\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/snowflake-intelligence-new-use-cases\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"1200\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Devoteam_Snowflake-World-Tour_Snowflake-Intelligence-1.jpeg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"From BI to AI: Snowflake Intelligence at the Heart of New Use Cases\" style=\"object-fit:cover;\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Devoteam_Snowflake-World-Tour_Snowflake-Intelligence-1.jpeg 1600w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Devoteam_Snowflake-World-Tour_Snowflake-Intelligence-1-300x225.jpeg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Devoteam_Snowflake-World-Tour_Snowflake-Intelligence-1-1024x768.jpeg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Devoteam_Snowflake-World-Tour_Snowflake-Intelligence-1-768x576.jpeg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/11\/Devoteam_Snowflake-World-Tour_Snowflake-Intelligence-1-1536x1152.jpeg 1536w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" \/><\/a><\/figure>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<div>\n\t<p style=\"font-style:normal;font-weight:700;margin-bottom:0;margin-top:0\" class=\"has-link-color wp-elements-10 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\t\t<h3 style=\"margin-top:0\" class=\"wp-block-post-title has-medium-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/snowflake-intelligence-new-use-cases\/\" target=\"_self\" >From BI to AI: Snowflake Intelligence at the Heart of New Use Cases<\/a><\/h3><\/div>\t\t\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/uk\/success-story\/snowflake-intelligence-new-use-cases\/\">Read more<\/a><\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"swiper-slide mini\">\n\n\t\t\t\t\t\t<div class=\"card h-100\">\n\t\t\t\t\t\t\t<div class=\"img-wrapper position-relative overflow-hidden\">\n\t\t\t\t\t\t\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/mba-group-accelerating-client-onboarding-with-generative-ai\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1763\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1085398334.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"MBA Group: Accelerating Client Onboarding with Generative AI\" style=\"object-fit:cover;\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1085398334.jpg 2560w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1085398334-300x207.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1085398334-1024x705.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1085398334-768x529.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1085398334-1536x1058.jpg 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1085398334-2048x1410.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/a><\/figure>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<div>\n\t<p style=\"font-style:normal;font-weight:700;margin-bottom:0;margin-top:0\" class=\"has-link-color wp-elements-11 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\t\t<h3 style=\"margin-top:0\" class=\"wp-block-post-title has-medium-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/mba-group-accelerating-client-onboarding-with-generative-ai\/\" target=\"_self\" >MBA Group: Accelerating Client Onboarding with Generative AI<\/a><\/h3><\/div>\t\t\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/uk\/success-story\/mba-group-accelerating-client-onboarding-with-generative-ai\/\">Read more<\/a><\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"swiper-slide mini\">\n\n\t\t\t\t\t\t<div class=\"card h-100\">\n\t\t\t\t\t\t\t<div class=\"img-wrapper position-relative overflow-hidden\">\n\t\t\t\t\t\t\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/dymo-empowering-the-factory-of-the-future-with-a-modern-data-platform\/\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Dymos-Digital-Transformation-Powering-the-Factory-of-the-Future-with-Microsoft.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Dymo: Empowering the factory of the future with a modern data platform\" style=\"object-fit:cover;\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Dymos-Digital-Transformation-Powering-the-Factory-of-the-Future-with-Microsoft.jpg 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Dymos-Digital-Transformation-Powering-the-Factory-of-the-Future-with-Microsoft-300x200.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Dymos-Digital-Transformation-Powering-the-Factory-of-the-Future-with-Microsoft-1024x683.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/Dymos-Digital-Transformation-Powering-the-Factory-of-the-Future-with-Microsoft-768x512.jpg 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/a><\/figure>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"card-body p-4\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<div>\n\t<p style=\"font-style:normal;font-weight:700;margin-bottom:0;margin-top:0\" class=\"has-link-color wp-elements-12 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\t\t<h3 style=\"margin-top:0\" class=\"wp-block-post-title has-medium-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/success-story\/dymo-empowering-the-factory-of-the-future-with-a-modern-data-platform\/\" target=\"_self\" >Dymo: Empowering the factory of the future with a modern data platform<\/a><\/h3><\/div>\t\t\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/uk\/success-story\/dymo-empowering-the-factory-of-the-future-with-a-modern-data-platform\/\">Read more<\/a><\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t<\/div>\n\n\t\t\t<div class=\"swiper-pagination\"><\/div>\n\n\n\t\t<\/div>\n\n\t\t<div class=\"logo-swiper-container mt-4 d-none d-lg-block alignwide\">\n\n\t\t\t<div class=\"d-flex\">\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"col-btn\" data-wp-context='{\"isSelected\":false,\"logoIndex\":0}' data-wp-watch--bodyclass=\"callbacks.checkButtonSelected\">\n\n\t\t\t\t\t\t<button type=\"button\" data-wp-on--click=\"actions.logoClick\" class=\"btn-logo w-100\" data-wp-class--is-active=\"context.isSelected\">\n\t\t\t\t\t\t\t<span class=\"screen-reader-text\">Source Global Research: Accelerating Research Intelligence with AI-Powered Insights<\/span>\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"100\" viewBox=\"0 0 449.1 132.5\" class=\"logo-devoteam\" role=\"img\"><title>Devoteam<\/title><path class=\"text\" style=\"fill:#f7485e;\" d=\"M344.4,56.2c-7.8,0-15.8,2.2-15.8,18.7,0,6.5.9,10.5,3.1,13.2,2.3,3,6.1,4.4,11.9,4.4a106.92,106.92,0,0,0,12.7-.9l.6-.1V86.3H345.3c-6.8,0-9.1-1.8-9.1-7.2v-2h18.3c2.8,0,4.6-1.9,4.6-4.8V70.2c-.1-9.3-5.1-14-14.7-14m7.3,15.2H336.1V70c0-3.4,1.2-7.5,6.8-7.5h2.8c5,0,6,3,6,7.5v1.4ZM283.8,56.2h-1.7c-10.5,0-15.2,5.7-15.2,18.6,0,10.6,2.6,17.7,15.2,17.7h1.7c10.3,0,15.1-5.8,15.1-18.1,0-12.8-4.5-18.2-15.1-18.2m7.5,21c0,6.5-2.1,9.2-7.4,9.2H282c-6.3,0-7.4-2.8-7.4-10.8V73.2c0-8.5,1.7-10.8,7.8-10.8h1.1c5.7,0,7.8,1.6,7.8,10.8Zm-75.9-21c-7.8,0-15.8,2.2-15.8,18.7,0,6.5.9,10.5,3,13.2,2.3,3,6.1,4.4,11.9,4.4a106.92,106.92,0,0,0,12.7-.9l.6-.1V86.3H216.2c-6.8,0-9.1-1.8-9.1-7.2v-2h18.3c2.8,0,4.6-1.9,4.6-4.8V70.2c.1-9.3-4.9-14-14.6-14m7.4,15.2H207.2V70c0-3.4,1.2-7.5,6.8-7.5h2.8c5,0,6,3,6,7.5ZM186.9,45.6V57h-10c-6.8.1-13.5,1.9-13.5,17.9,0,16.3,6.3,17.5,15.2,17.5a104.24,104.24,0,0,0,15.1-1l.6-.1V45.6Zm0,40.5h-8.1c-6.1,0-7.7-2-7.7-9.4V72.6c0-6.8,2.2-9.1,8.3-9.1h7.5ZM379.4,56.2a83.06,83.06,0,0,0-11.5.8l-.6.1v5.5h12.6c4.6,0,6.3,1.6,6.3,6v1.7a84.64,84.64,0,0,0-10.8-.8c-5.7,0-13.3,1.3-13.3,12.1,0,10.1,6.2,10.9,14.3,10.9a113.94,113.94,0,0,0,16.2-1.3l.6-.1.1-22.7c0-10.7-6.6-12.2-13.9-12.2m6.8,29.9H374.8c-3.6,0-5-1.2-5-4.3V80.5c0-3.2,1.7-4.6,5.4-4.6h11ZM248.3,82.8,237.6,57.1H230l14.4,34.7h7.3l14.1-34.7h-7.4Zm65.6-1.5V62.8h10.6V57H314V46.1h-7V57h-5.6v5.9h5.2V81.5c0,5.5,1.3,11.2,10.6,11.2a38.26,38.26,0,0,0,8.6-1.1l.5-.1V86.3H319c-4-.1-5.1-1.2-5.1-5M435.4,56.1a58.14,58.14,0,0,0-11.9,1.4c-2.5-1.3-5.4-1.4-8.3-1.4a101.12,101.12,0,0,0-14.6,1.4V91.7H408v-29h6.8c5,0,6.5,1.6,6.5,7.2V91.8h7.4V67.9a14.34,14.34,0,0,0-.8-5.1h6.3c5.6,0,7.4,1.7,7.4,7.2V91.8h7.3V68.2c.2-12.1-9-12.1-13.5-12.1\"\/><path class=\"circle\" style=\"fill:#f7485e;\" d=\"M66.3,0a66.3,66.3,0,1,0,66.2,66.3A66.32,66.32,0,0,0,66.3,0m44.1,61.3H85v46.3H54.9c-16.3,0-31-9.9-31-31,0-15.7,8.2-31,31-31h7a86.83,86.83,0,0,1,3.9,15.9H55.3c-9.4,0-14.7,5.1-14.7,15.2,0,9.5,5,15.2,14.7,15.2H68.7V22.1H85V45.7h25.4V61.3Z\"\/><\/svg>\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"col-btn\" data-wp-context='{\"isSelected\":false,\"logoIndex\":1}' data-wp-watch--bodyclass=\"callbacks.checkButtonSelected\">\n\n\t\t\t\t\t\t<button type=\"button\" data-wp-on--click=\"actions.logoClick\" class=\"btn-logo w-100\" data-wp-class--is-active=\"context.isSelected\">\n\t\t\t\t\t\t\t<span class=\"screen-reader-text\">Copilot Deployment at Longchamp: From 10% to 98.6% Adoption in 6 Months<\/span>\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"100\" viewBox=\"0 0 449.1 132.5\" class=\"logo-devoteam\" role=\"img\"><title>Devoteam<\/title><path class=\"text\" style=\"fill:#f7485e;\" d=\"M344.4,56.2c-7.8,0-15.8,2.2-15.8,18.7,0,6.5.9,10.5,3.1,13.2,2.3,3,6.1,4.4,11.9,4.4a106.92,106.92,0,0,0,12.7-.9l.6-.1V86.3H345.3c-6.8,0-9.1-1.8-9.1-7.2v-2h18.3c2.8,0,4.6-1.9,4.6-4.8V70.2c-.1-9.3-5.1-14-14.7-14m7.3,15.2H336.1V70c0-3.4,1.2-7.5,6.8-7.5h2.8c5,0,6,3,6,7.5v1.4ZM283.8,56.2h-1.7c-10.5,0-15.2,5.7-15.2,18.6,0,10.6,2.6,17.7,15.2,17.7h1.7c10.3,0,15.1-5.8,15.1-18.1,0-12.8-4.5-18.2-15.1-18.2m7.5,21c0,6.5-2.1,9.2-7.4,9.2H282c-6.3,0-7.4-2.8-7.4-10.8V73.2c0-8.5,1.7-10.8,7.8-10.8h1.1c5.7,0,7.8,1.6,7.8,10.8Zm-75.9-21c-7.8,0-15.8,2.2-15.8,18.7,0,6.5.9,10.5,3,13.2,2.3,3,6.1,4.4,11.9,4.4a106.92,106.92,0,0,0,12.7-.9l.6-.1V86.3H216.2c-6.8,0-9.1-1.8-9.1-7.2v-2h18.3c2.8,0,4.6-1.9,4.6-4.8V70.2c.1-9.3-4.9-14-14.6-14m7.4,15.2H207.2V70c0-3.4,1.2-7.5,6.8-7.5h2.8c5,0,6,3,6,7.5ZM186.9,45.6V57h-10c-6.8.1-13.5,1.9-13.5,17.9,0,16.3,6.3,17.5,15.2,17.5a104.24,104.24,0,0,0,15.1-1l.6-.1V45.6Zm0,40.5h-8.1c-6.1,0-7.7-2-7.7-9.4V72.6c0-6.8,2.2-9.1,8.3-9.1h7.5ZM379.4,56.2a83.06,83.06,0,0,0-11.5.8l-.6.1v5.5h12.6c4.6,0,6.3,1.6,6.3,6v1.7a84.64,84.64,0,0,0-10.8-.8c-5.7,0-13.3,1.3-13.3,12.1,0,10.1,6.2,10.9,14.3,10.9a113.94,113.94,0,0,0,16.2-1.3l.6-.1.1-22.7c0-10.7-6.6-12.2-13.9-12.2m6.8,29.9H374.8c-3.6,0-5-1.2-5-4.3V80.5c0-3.2,1.7-4.6,5.4-4.6h11ZM248.3,82.8,237.6,57.1H230l14.4,34.7h7.3l14.1-34.7h-7.4Zm65.6-1.5V62.8h10.6V57H314V46.1h-7V57h-5.6v5.9h5.2V81.5c0,5.5,1.3,11.2,10.6,11.2a38.26,38.26,0,0,0,8.6-1.1l.5-.1V86.3H319c-4-.1-5.1-1.2-5.1-5M435.4,56.1a58.14,58.14,0,0,0-11.9,1.4c-2.5-1.3-5.4-1.4-8.3-1.4a101.12,101.12,0,0,0-14.6,1.4V91.7H408v-29h6.8c5,0,6.5,1.6,6.5,7.2V91.8h7.4V67.9a14.34,14.34,0,0,0-.8-5.1h6.3c5.6,0,7.4,1.7,7.4,7.2V91.8h7.3V68.2c.2-12.1-9-12.1-13.5-12.1\"\/><path 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class=\"circle\" style=\"fill:#f7485e;\" d=\"M66.3,0a66.3,66.3,0,1,0,66.2,66.3A66.32,66.32,0,0,0,66.3,0m44.1,61.3H85v46.3H54.9c-16.3,0-31-9.9-31-31,0-15.7,8.2-31,31-31h7a86.83,86.83,0,0,1,3.9,15.9H55.3c-9.4,0-14.7,5.1-14.7,15.2,0,9.5,5,15.2,14.7,15.2H68.7V22.1H85V45.7h25.4V61.3Z\"\/><\/svg>\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"col-btn\" data-wp-context='{\"isSelected\":false,\"logoIndex\":4}' data-wp-watch--bodyclass=\"callbacks.checkButtonSelected\">\n\n\t\t\t\t\t\t<button type=\"button\" data-wp-on--click=\"actions.logoClick\" class=\"btn-logo w-100\" data-wp-class--is-active=\"context.isSelected\">\n\t\t\t\t\t\t\t<span class=\"screen-reader-text\">From BI to AI: Snowflake Intelligence at the Heart of New Use Cases<\/span>\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"100\" viewBox=\"0 0 449.1 132.5\" class=\"logo-devoteam\" role=\"img\"><title>Devoteam<\/title><path class=\"text\" style=\"fill:#f7485e;\" 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class=\"circle\" style=\"fill:#f7485e;\" d=\"M66.3,0a66.3,66.3,0,1,0,66.2,66.3A66.32,66.32,0,0,0,66.3,0m44.1,61.3H85v46.3H54.9c-16.3,0-31-9.9-31-31,0-15.7,8.2-31,31-31h7a86.83,86.83,0,0,1,3.9,15.9H55.3c-9.4,0-14.7,5.1-14.7,15.2,0,9.5,5,15.2,14.7,15.2H68.7V22.1H85V45.7h25.4V61.3Z\"\/><\/svg>\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"col-btn\" data-wp-context='{\"isSelected\":false,\"logoIndex\":5}' data-wp-watch--bodyclass=\"callbacks.checkButtonSelected\">\n\n\t\t\t\t\t\t<button type=\"button\" data-wp-on--click=\"actions.logoClick\" class=\"btn-logo w-100\" data-wp-class--is-active=\"context.isSelected\">\n\t\t\t\t\t\t\t<span class=\"screen-reader-text\">MBA Group: Accelerating Client Onboarding with Generative AI<\/span>\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"100\" viewBox=\"0 0 449.1 132.5\" class=\"logo-devoteam\" role=\"img\"><title>Devoteam<\/title><path class=\"text\" style=\"fill:#f7485e;\" d=\"M344.4,56.2c-7.8,0-15.8,2.2-15.8,18.7,0,6.5.9,10.5,3.1,13.2,2.3,3,6.1,4.4,11.9,4.4a106.92,106.92,0,0,0,12.7-.9l.6-.1V86.3H345.3c-6.8,0-9.1-1.8-9.1-7.2v-2h18.3c2.8,0,4.6-1.9,4.6-4.8V70.2c-.1-9.3-5.1-14-14.7-14m7.3,15.2H336.1V70c0-3.4,1.2-7.5,6.8-7.5h2.8c5,0,6,3,6,7.5v1.4ZM283.8,56.2h-1.7c-10.5,0-15.2,5.7-15.2,18.6,0,10.6,2.6,17.7,15.2,17.7h1.7c10.3,0,15.1-5.8,15.1-18.1,0-12.8-4.5-18.2-15.1-18.2m7.5,21c0,6.5-2.1,9.2-7.4,9.2H282c-6.3,0-7.4-2.8-7.4-10.8V73.2c0-8.5,1.7-10.8,7.8-10.8h1.1c5.7,0,7.8,1.6,7.8,10.8Zm-75.9-21c-7.8,0-15.8,2.2-15.8,18.7,0,6.5.9,10.5,3,13.2,2.3,3,6.1,4.4,11.9,4.4a106.92,106.92,0,0,0,12.7-.9l.6-.1V86.3H216.2c-6.8,0-9.1-1.8-9.1-7.2v-2h18.3c2.8,0,4.6-1.9,4.6-4.8V70.2c.1-9.3-4.9-14-14.6-14m7.4,15.2H207.2V70c0-3.4,1.2-7.5,6.8-7.5h2.8c5,0,6,3,6,7.5ZM186.9,45.6V57h-10c-6.8.1-13.5,1.9-13.5,17.9,0,16.3,6.3,17.5,15.2,17.5a104.24,104.24,0,0,0,15.1-1l.6-.1V45.6Zm0,40.5h-8.1c-6.1,0-7.7-2-7.7-9.4V72.6c0-6.8,2.2-9.1,8.3-9.1h7.5ZM379.4,56.2a83.06,83.06,0,0,0-11.5.8l-.6.1v5.5h12.6c4.6,0,6.3,1.6,6.3,6v1.7a84.64,84.64,0,0,0-10.8-.8c-5.7,0-13.3,1.3-13.3,12.1,0,10.1,6.2,10.9,14.3,10.9a113.94,113.94,0,0,0,16.2-1.3l.6-.1.1-22.7c0-10.7-6.6-12.2-13.9-12.2m6.8,29.9H374.8c-3.6,0-5-1.2-5-4.3V80.5c0-3.2,1.7-4.6,5.4-4.6h11ZM248.3,82.8,237.6,57.1H230l14.4,34.7h7.3l14.1-34.7h-7.4Zm65.6-1.5V62.8h10.6V57H314V46.1h-7V57h-5.6v5.9h5.2V81.5c0,5.5,1.3,11.2,10.6,11.2a38.26,38.26,0,0,0,8.6-1.1l.5-.1V86.3H319c-4-.1-5.1-1.2-5.1-5M435.4,56.1a58.14,58.14,0,0,0-11.9,1.4c-2.5-1.3-5.4-1.4-8.3-1.4a101.12,101.12,0,0,0-14.6,1.4V91.7H408v-29h6.8c5,0,6.5,1.6,6.5,7.2V91.8h7.4V67.9a14.34,14.34,0,0,0-.8-5.1h6.3c5.6,0,7.4,1.7,7.4,7.2V91.8h7.3V68.2c.2-12.1-9-12.1-13.5-12.1\"\/><path class=\"circle\" style=\"fill:#f7485e;\" d=\"M66.3,0a66.3,66.3,0,1,0,66.2,66.3A66.32,66.32,0,0,0,66.3,0m44.1,61.3H85v46.3H54.9c-16.3,0-31-9.9-31-31,0-15.7,8.2-31,31-31h7a86.83,86.83,0,0,1,3.9,15.9H55.3c-9.4,0-14.7,5.1-14.7,15.2,0,9.5,5,15.2,14.7,15.2H68.7V22.1H85V45.7h25.4V61.3Z\"\/><\/svg>\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"col-btn\" data-wp-context='{\"isSelected\":false,\"logoIndex\":6}' data-wp-watch--bodyclass=\"callbacks.checkButtonSelected\">\n\n\t\t\t\t\t\t<button type=\"button\" data-wp-on--click=\"actions.logoClick\" class=\"btn-logo w-100\" data-wp-class--is-active=\"context.isSelected\">\n\t\t\t\t\t\t\t<span class=\"screen-reader-text\">Dymo: Empowering the factory of the future with a modern data platform<\/span>\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"100\" viewBox=\"0 0 449.1 132.5\" class=\"logo-devoteam\" role=\"img\"><title>Devoteam<\/title><path class=\"text\" style=\"fill:#f7485e;\" d=\"M344.4,56.2c-7.8,0-15.8,2.2-15.8,18.7,0,6.5.9,10.5,3.1,13.2,2.3,3,6.1,4.4,11.9,4.4a106.92,106.92,0,0,0,12.7-.9l.6-.1V86.3H345.3c-6.8,0-9.1-1.8-9.1-7.2v-2h18.3c2.8,0,4.6-1.9,4.6-4.8V70.2c-.1-9.3-5.1-14-14.7-14m7.3,15.2H336.1V70c0-3.4,1.2-7.5,6.8-7.5h2.8c5,0,6,3,6,7.5v1.4ZM283.8,56.2h-1.7c-10.5,0-15.2,5.7-15.2,18.6,0,10.6,2.6,17.7,15.2,17.7h1.7c10.3,0,15.1-5.8,15.1-18.1,0-12.8-4.5-18.2-15.1-18.2m7.5,21c0,6.5-2.1,9.2-7.4,9.2H282c-6.3,0-7.4-2.8-7.4-10.8V73.2c0-8.5,1.7-10.8,7.8-10.8h1.1c5.7,0,7.8,1.6,7.8,10.8Zm-75.9-21c-7.8,0-15.8,2.2-15.8,18.7,0,6.5.9,10.5,3,13.2,2.3,3,6.1,4.4,11.9,4.4a106.92,106.92,0,0,0,12.7-.9l.6-.1V86.3H216.2c-6.8,0-9.1-1.8-9.1-7.2v-2h18.3c2.8,0,4.6-1.9,4.6-4.8V70.2c.1-9.3-4.9-14-14.6-14m7.4,15.2H207.2V70c0-3.4,1.2-7.5,6.8-7.5h2.8c5,0,6,3,6,7.5ZM186.9,45.6V57h-10c-6.8.1-13.5,1.9-13.5,17.9,0,16.3,6.3,17.5,15.2,17.5a104.24,104.24,0,0,0,15.1-1l.6-.1V45.6Zm0,40.5h-8.1c-6.1,0-7.7-2-7.7-9.4V72.6c0-6.8,2.2-9.1,8.3-9.1h7.5ZM379.4,56.2a83.06,83.06,0,0,0-11.5.8l-.6.1v5.5h12.6c4.6,0,6.3,1.6,6.3,6v1.7a84.64,84.64,0,0,0-10.8-.8c-5.7,0-13.3,1.3-13.3,12.1,0,10.1,6.2,10.9,14.3,10.9a113.94,113.94,0,0,0,16.2-1.3l.6-.1.1-22.7c0-10.7-6.6-12.2-13.9-12.2m6.8,29.9H374.8c-3.6,0-5-1.2-5-4.3V80.5c0-3.2,1.7-4.6,5.4-4.6h11ZM248.3,82.8,237.6,57.1H230l14.4,34.7h7.3l14.1-34.7h-7.4Zm65.6-1.5V62.8h10.6V57H314V46.1h-7V57h-5.6v5.9h5.2V81.5c0,5.5,1.3,11.2,10.6,11.2a38.26,38.26,0,0,0,8.6-1.1l.5-.1V86.3H319c-4-.1-5.1-1.2-5.1-5M435.4,56.1a58.14,58.14,0,0,0-11.9,1.4c-2.5-1.3-5.4-1.4-8.3-1.4a101.12,101.12,0,0,0-14.6,1.4V91.7H408v-29h6.8c5,0,6.5,1.6,6.5,7.2V91.8h7.4V67.9a14.34,14.34,0,0,0-.8-5.1h6.3c5.6,0,7.4,1.7,7.4,7.2V91.8h7.3V68.2c.2-12.1-9-12.1-13.5-12.1\"\/><path class=\"circle\" style=\"fill:#f7485e;\" d=\"M66.3,0a66.3,66.3,0,1,0,66.2,66.3A66.32,66.32,0,0,0,66.3,0m44.1,61.3H85v46.3H54.9c-16.3,0-31-9.9-31-31,0-15.7,8.2-31,31-31h7a86.83,86.83,0,0,1,3.9,15.9H55.3c-9.4,0-14.7,5.1-14.7,15.2,0,9.5,5,15.2,14.7,15.2H68.7V22.1H85V45.7h25.4V61.3Z\"\/><\/svg>\t\t\t\t\t\t<\/button>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t<\/div>\n\n\n\t\t<\/div>\n\t<\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-machine-learning-landscape-continues-to-evolve-rapidly\">The Machine Learning Landscape Continues to Evolve Rapidly<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The machine learning landscape is a dynamic and rapidly evolving field. From the foundational principles of the ML pipeline to the transformative power of generative AI, the tools and techniques available today are more powerful and accessible than ever before. As technology continues to advance, so too will our ability to harness the full potential of machine learning to solve complex problems and drive innovation.<\/p>\n\n\n\n<div class=\"wp-block-columns alignfull has-secondary-background-color has-background is-layout-flex wp-container-core-columns-is-layout-4b1fd674 wp-block-columns-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--medium);margin-bottom:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-container-core-column-is-layout-969dc29d wp-block-column-is-layout-flow\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;flex-basis:100%\">\n<h2 class=\"wp-block-heading\" id=\"h-over-80-of-ai-projects-fail-yours-don-t-have-to\"><strong>Over 80% of AI projects fail. Yours don&#8217;t have to.<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"729\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-1024x729.png\" alt=\"\" class=\"wp-image-598210\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-1024x729.png 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-300x213.png 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-768x546.png 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-1536x1093.png 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-stretch has-secondary-background-color has-background is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:150%\">\n<div class=\"wp-block-group has-main-color has-secondary-background-color has-text-color has-background has-link-color wp-elements-13 is-layout-flow wp-container-core-group-is-layout-23162e80 wp-block-group-is-layout-flow\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--large);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--large)\">\n<div class=\"wp-block-group is-vertical is-content-justification-left is-layout-flex wp-container-core-group-is-layout-99ac50d1 wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--x-small);padding-bottom:var(--wp--preset--spacing--x-small)\">\n<p class=\"has-medium-small-font-size wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">Download our AI Strategy Playbook:<\/p>\n<\/div>\n\n\n\n<div style=\"height:59px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul style=\"padding-right:0;padding-left:0\" class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>Learn why AI projects often fail<\/strong> (and how to avoid it).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Follow 10 clear steps<\/strong> for a strong AI plan.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Focus on solving business problems<\/strong> (not just using AI).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Find the best AI uses for <em>your<\/em> business<\/strong> (includes 100+ examples).<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul style=\"padding-right:0;padding-left:0\" class=\"wp-block-list\">\n<li class=\"has-small-font-size\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0\"><strong>Learn how to measure AI results<\/strong> (GenAI projects average ~3.7x return).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Get your tech foundations ready<\/strong> (Cloud, Data, and AI Security).<\/li>\n\n\n\n<li class=\"has-small-font-size\" style=\"padding-top:0;padding-bottom:0\"><strong>Help your team adapt to AI<\/strong> (and see how we train our staff).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Use AI responsibly<\/strong> (covering fairness, bias, and environmental thoughts).<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-5446dffb wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/whitepaper\/ai-strategy-playbook\/\">Download your free AI Playbook<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The world of machine learning (ML) has grown exponentially, moving from a niche academic discipline to a powerful tool for businesses across every sector. From predicting market trends and optimising supply chains to creating hyper-realistic images and generating human-like text, ML is now a cornerstone of modern innovation. This article provides a comprehensive overview of [&hellip;]<\/p>\n","protected":false},"featured_media":744692,"template":"","categories":[750],"tags":[6088],"industry":[],"class_list":["post-771318","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-artificial-intelligence-ai","tag-ai-upskilling-program-uk"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/uk\/expert-view\/overview-of-the-machine-learning-landscape-2025\/\" target=\"_self\" ><img width=\"1281\" height=\"1280\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1452459995-edited.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Overview of the Machine Learning Landscape (2025)\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1452459995-edited.jpg 1281w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1452459995-edited-300x300.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1452459995-edited-1024x1024.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1452459995-edited-150x150.jpg 150w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/10\/GettyImages-1452459995-edited-768x767.jpg 768w\" sizes=\"auto, (max-width: 1281px) 100vw, 1281px\" \/><\/a><\/figure>\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-19 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Expert View<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/uk\/expert-view\/overview-of-the-machine-learning-landscape-2025\/\" target=\"_self\" >Overview of the Machine Learning Landscape (2025)<\/a><\/h3><\/div>\n\t\t\n\t<\/div>\n\n","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Overview of the Machine Learning Landscape (2025) | Devoteam<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/devoteam.info\/uk\/expert-view\/overview-of-the-machine-learning-landscape-2025\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Overview of the Machine Learning Landscape (2025)\" \/>\n<meta property=\"og:description\" content=\"The world of machine learning (ML) has grown exponentially, moving from a niche academic discipline to a powerful tool for businesses across every sector. From predicting market trends and optimising supply chains to creating hyper-realistic images and generating human-like text, ML is now a cornerstone of modern innovation. 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From predicting market trends and optimising supply chains to creating hyper-realistic images and generating human-like text, ML is now a cornerstone of modern innovation. 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