{"id":700590,"date":"2025-08-12T10:14:11","date_gmt":"2025-08-12T08:14:11","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/your-guide-to-essential-ai-concepts\/"},"modified":"2026-01-20T17:21:19","modified_gmt":"2026-01-20T16:21:19","slug":"your-guide-to-essential-ai-concepts","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/","title":{"rendered":"Your Guide to Essential AI Concepts"},"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\" style=\"font-style:normal;font-weight:600\">Artificial Intelligence (AI) is no longer a futuristic concept. It is here. It is evolving at lightning speed. And it is reshaping nearly every aspect of our lives. From the recommendations you see online to the way businesses operate, AI is at the core. But with so much jargon floating around \u2013 LLMs, RAG, Embeddings, oh my! \u2013 it&#8217;s easy to feel lost.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">This guide is designed to cut through the noise and explain the key AI concepts you need to know. Do you want to explain AI to your children? Then use our <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/ai-for-kids-10-ai-concepts-explained-for-children\/\">AI for kids<\/a> guide!<\/p>\n\n\n\n<div class=\"wp-block-group has-secondary-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-yoast-seo-table-of-contents yoast-table-of-contents\"><h3>AI Concepts you&#8217;ll find in this article: <\/h3><ul><li><a href=\"#h-ai-adoption\" data-level=\"2\">AI Adoption<\/a><\/li><li><a href=\"#h-ai-agent\" data-level=\"2\">AI Agent<\/a><\/li><li><a href=\"#h-ai-platforms\" data-level=\"2\">AI Platforms<\/a><\/li><li><a href=\"#h-api-application-programming-interface\" data-level=\"2\">API (Application Programming Interface)<\/a><\/li><li><a href=\"#h-bias-in-ai\" data-level=\"2\">Bias in AI<\/a><\/li><li><a href=\"#h-agentic-chunking\" data-level=\"2\">(Agentic) Chunking<\/a><\/li><li><a href=\"#h-clustering\" data-level=\"2\">Clustering<\/a><\/li><li><a href=\"#h-computer-vision\" data-level=\"2\">Computer Vision<\/a><\/li><li><a href=\"#h-deep-learning\" data-level=\"2\">Deep Learning<\/a><\/li><li><a href=\"#h-classification\" data-level=\"2\">Classification<\/a><\/li><li><a href=\"#h-embedding\" data-level=\"2\">Embedding<\/a><\/li><li><a href=\"#h-explainable-ai-xai\" data-level=\"2\">Explainable AI (XAI)<\/a><\/li><li><a href=\"#h-fine-tuning\" data-level=\"2\">Fine-Tuning<\/a><\/li><li><a href=\"#h-generative-ai\" data-level=\"2\">Generative AI<\/a><\/li><li><a href=\"#h-ai-guardrails\" data-level=\"2\">(AI) Guardrails<\/a><\/li><li><a href=\"#h-ai-amp-model-hallucination\" data-level=\"2\">(AI &amp; Model) Hallucination<\/a><\/li><li><a href=\"#h-human-in-the-loop-hitl\" data-level=\"2\">Human in the Loop (HITL)<\/a><\/li><li><a href=\"#h-llm-large-language-model\" data-level=\"2\">LLM (Large Language Model)<\/a><\/li><li><a href=\"#h-multimodal-ai\" data-level=\"2\">Multimodal AI<\/a><\/li><li><a href=\"#h-neural-network\" data-level=\"2\">Neural Network<\/a><\/li><li><a href=\"#h-nlp-natural-language-processing\" data-level=\"2\">NLP (Natural Language Processing)<\/a><\/li><li><a href=\"#h-overfitting\" data-level=\"2\">Overfitting<\/a><\/li><li><a href=\"#h-prompt-engineering\" data-level=\"2\">Prompt Engineering<\/a><\/li><li><a href=\"#h-reinforcement-learning-rl\" data-level=\"2\">Reinforcement Learning (RL)<\/a><\/li><li><a href=\"#h-regression\" data-level=\"2\">Regression<\/a><\/li><li><a href=\"#h-retrieval-augmented-generation-rag\" data-level=\"2\">Retrieval Augmented Generation (RAG)<\/a><\/li><li><a href=\"#h-robotics\" data-level=\"2\">Robotics<\/a><\/li><li><a href=\"#h-supervised-learning\" data-level=\"2\">Supervised Learning<\/a><\/li><li><a href=\"#h-tokenisation-in-ai\" data-level=\"2\">Tokenisation in AI<\/a><\/li><li><a href=\"#h-transformer-architecture\" data-level=\"2\">Transformer Architecture<\/a><\/li><li><a href=\"#h-unsupervised-learning\" data-level=\"2\">Unsupervised Learning<\/a><\/li><\/ul><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-adoption\">AI Adoption<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This refers to the process by which individuals, organisations, and industries integrate AI technologies and solutions into their existing workflows, products, and services. AI Adoption is about moving from pilot projects to widespread and impactful use of AI. Here are <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/strategy-over-shiny-tools-ai-adoption\/\">10 principles to boost AI adoption<\/a> and build a strong AI transformation strategy. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-agent\"><strong>AI Agent<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">An autonomous entity that perceives its environment and takes actions to achieve specific goals. Agents can be software-based (like a chatbot booking flights) or physical (like a warehouse robot), using AI to make independent decisions. Read our guide on <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/microsoft-ai-agents\/\">Microsoft AI Agents<\/a> and <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/aws-ai-agentic-ecosystem\/\">AWS AI Agents.<\/a> <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-platforms\">AI Platforms<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">These are comprehensive ecosystems or software suites that provide the tools, infrastructure, and services necessary to develop, deploy, manage, and scale AI applications. They streamline the AI lifecycle, from data preparation to model deployment. Read more on <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/ai-platforms\/\">AI Platforms<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-api-application-programming-interface\"><strong>API (Application Programming Interface)<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In an AI context, an API allows developers to easily integrate a pre-built AI model&#8217;s capabilities (like language generation or image recognition) into their own applications without needing to build the model from scratch. Read our guide on <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/api-driven-ai-the-power-of-connected-intelligence\/\">API-Driven AI: The Power of Connected Intelligence<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-bias-in-ai\"><strong>Bias in AI<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A systematic error in an AI system that produces prejudiced or unfair outcomes. Bias often stems from skewed training data that reflects existing human biases. It could lead to discriminatory results in areas like loan applications or hiring. Read our <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/ai-bias\/\">full guide on Bias in AI<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-agentic-chunking\">(Agentic) Chunking<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Chunking<\/strong> is the process of breaking down large documents into smaller, manageable pieces. This makes it easier for an AI to search through and find the specific information it needs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Agentic Chunking<\/strong> is an advanced method where an AI itself decides how to break a document into logical, meaningful chunks. It uses its understanding of the content to group related ideas together, preserving context and coherence. Read our full <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/agentic-chunking-makes-your-rag-smarter\/\">guide on Chunking &amp; Agentic Chunking<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-clustering\"><strong>Clustering<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">An unsupervised learning technique used to group similar, unlabeled data points together into &#8220;clusters.&#8221; The goal is to discover natural structures and segments within the data, such as grouping customers by purchasing behaviour without prior labels.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-computer-vision\"><strong>Computer Vision<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Computer vision is a field of AI that enables computers to interpret and understand information from digital images and videos. It allows machines to &#8220;see&#8221; and identify objects, people, and activities. Computer vision can power everything from facial recognition to self-driving cars.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deep-learning\"><strong>Deep Learning<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A subfield of machine learning based on artificial neural networks with many layers (hence &#8220;deep&#8221;). These complex, multi-layered networks allow models to learn intricate patterns from vast amounts of data, making them highly effective for tasks like speech and image recognition.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-classification\"><strong>Classification<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A supervised learning task where an AI model is trained to predict a categorical label. Its job is to sort inputs into predefined classes, such as identifying an email as &#8220;spam&#8221; or &#8220;not spam&#8221; or classifying an image as containing a &#8220;cat&#8221; or &#8220;dog.&#8221;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-embedding\">Embedding<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In machine learning, an embedding is a low-dimensional vector representation of an item (like a word, image, or user) that captures its semantic meaning or relationships to other items. It allows AI models to process complex data efficiently by converting it into a numerical format.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-explainable-ai-xai\">Explainable AI (XAI)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Refers to methods and techniques that make the decisions and predictions of AI systems understandable and transparent to humans. It addresses the &#8220;black box&#8221; problem, helping users trust and effectively manage AI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-fine-tuning\">Fine-Tuning<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The process of taking a pre-trained AI model (like a large language model) and further training it on a smaller, specific dataset to adapt it for a particular task or domain. This allows the model to become more specialized and perform better on specific challenges.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-generative-ai\">Generative AI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A subset of AI focused on creating new, original content, rather than just analyzing or classifying existing data. This includes generating text (like LLMs), images (e.g., Midjourney, DALL-E), audio, video, and even code.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-guardrails\">(AI) Guardrails<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In the context of AI, guardrails are protective mechanisms, rules, or policies implemented to ensure AI systems operate within defined boundaries, adhering to ethical guidelines, safety standards, and legal compliance. They prevent unintended or harmful behaviours. Read our <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/ai-guardrails\/\">full guide on AI Guardrails<\/a>. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-amp-model-hallucination\"><strong>(AI &amp; Model) Hallucination<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A phenomenon where a generative AI model confidently produces outputs that are factually incorrect, nonsensical, or not grounded in its training data. Mitigating hallucinations is a key challenge for ensuring AI reliability. <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/ai-hallucinations\/\">Read our guide on AI Hallucinations<\/a>, understand its causes, and discover the strategies you can implement to tame these illusions and make AI a reliable partner.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-human-in-the-loop-hitl\">Human in the Loop (HITL)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This is an approach to AI where human intervention is deliberately kept at certain stages of an AI system&#8217;s operation. This is crucial for tasks requiring nuanced judgment, ethical considerations, or when AI confidence levels are low, ensuring accuracy, safety, and accountability. Read our <a href=\"https:\/\/devoteam.info\/google-cloud-human-in-the-loop\/\">complete guide on Human In the Loop<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-llm-large-language-model\">LLM (Large Language Model)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">These are powerful AI models trained on vast amounts of text data, enabling them to understand, generate, and process human language. Think of models like GPT-5 or Gemini \u2013 they can write essays, answer questions, summarise text, and even generate code.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-multimodal-ai\"><strong>Multimodal AI<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI systems capable of processing and understanding information from multiple data types\u2014or &#8220;modalities&#8221;\u2014simultaneously, such as text, images, and audio. This enables a more holistic understanding, allowing an AI to, for example, answer spoken questions about a video it is watching. Check our <a href=\"https:\/\/devoteam.info\/expert-view\/multimodal-ai-harness-googles-latest-innovation-now\/\">guide on Google Cloud&#8217;s multimodal AI<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-neural-network\"><strong>Neural Network<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">An AI model inspired by the structure of the human brain, consisting of interconnected layers of nodes or &#8220;neurons&#8221; that process information. Neural networks are the foundational architecture for most deep learning models and excel at recognizing patterns.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-nlp-natural-language-processing\">NLP (Natural Language Processing)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This is a branch of AI that enables computers to understand, interpret, and generate human language. NLP is what allows chatbots to comprehend your questions, translation tools to work, and sentiment analysis to gauge opinions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-overfitting\"><strong>Overfitting<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A common pitfall in machine learning where a model learns its training data too well, including the noise and random fluctuations. This results in poor performance on new, unseen data because the model has failed to generalize and has instead memorized the training set.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-prompt-engineering\">Prompt Engineering<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The art and science of crafting effective inputs (prompts) for AI models, especially large language models (LLMs), to elicit desired outputs. It&#8217;s about figuring out how to &#8220;talk&#8221; to an AI to get the best results. Discover our <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/the-future-of-gen-ai-prompting-5-challenges-to-adress\/\">tips for prompt engineering<\/a>. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-reinforcement-learning-rl\"><strong>Reinforcement Learning (RL)<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A machine learning method where an AI &#8220;agent&#8221; learns by trial and error in an environment. The agent receives rewards for desired actions and penalties for undesired ones, allowing it to develop a strategy to maximize its reward over time, much like training a pet.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-regression\">Regression<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A supervised learning technique used to predict a continuous numerical value (e.g., predicting house prices, stock values, or temperature) based on input features. It identifies relationships between variables to make quantitative predictions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-retrieval-augmented-generation-rag\">Retrieval Augmented Generation (RAG)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A technique that enhances the capabilities of generative AI models (like LLMs) by allowing them to retrieve relevant information from an external knowledge base before generating a response. This helps reduce hallucinations and provides more accurate, up-to-date, and grounded answers. <a href=\"https:\/\/devoteam.info\/sk\/expert-view\/retrieval-augmented-generation-rag\/\">Read our complete guide on RAG.<\/a> <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-robotics\">Robotics<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The field of engineering and computer science that deals with the design, construction, operation, and application of robots. While not solely AI, modern robotics heavily relies on AI for perception, navigation, decision-making, and interaction.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-supervised-learning\">Supervised Learning<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A type of machine learning where an algorithm learns from a dataset that includes &#8220;labelled&#8221; examples (input-output pairs). The model learns to map inputs to outputs by finding patterns in the labelled data, and then applies this learning to new, unlabeled data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-tokenisation-in-ai\"><strong>Tokenisation<\/strong> in AI <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The foundational process of breaking down a stream of text into smaller units called &#8220;tokens&#8221; (which can be words, sub-words, or characters). This step is essential for language models to convert human language into a numerical format that they can analyse and process.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-transformer-architecture\"><strong>Transformer Architecture<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A groundbreaking neural network design that is the foundation for most modern large language models (LLMs). Its key innovation is the &#8220;attention mechanism,&#8221; which allows the model to weigh the importance of different words in the input text to better understand context and relationships.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-unsupervised-learning\"><strong>Unsupervised Learning<\/strong> <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A type of machine learning where the algorithm learns from data that has not been labelled or categorised. The model&#8217;s goal is to find hidden patterns, structures, or anomalies within the data on its own, without being told what the &#8220;correct&#8221; answers are.<\/p>\n\n\n\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<h3 class=\"wp-block-heading\" id=\"h-why-should-you-know-these-ai-concepts\">Why Should You Know These AI Concepts?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Understanding these concepts is crucial for anyone navigating the modern world. Whether you&#8217;re a business leader looking to implement AI solutions, a developer building the next generation of intelligent systems, or simply an engaged citizen, a grasp of AI fundamentals empowers you to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Make informed decisions: Evaluate AI products and services more effectively.<\/li>\n\n\n\n<li>Identify opportunities: Discover how AI can solve problems and create value in your domain.<\/li>\n\n\n\n<li>Engage in meaningful discussions: Contribute to the ethical and societal conversations around AI&#8217;s development and deployment.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">AI&#8217;s journey is just beginning, and with a solid understanding of AI&#8217;s core concepts, you&#8217;re well-equipped to participate in its exciting future. Keep learning, keep questioning, and keep exploring!<\/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-1 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>Artificial Intelligence (AI) is no longer a futuristic concept. It is here. It is evolving at lightning speed. And it is reshaping nearly every aspect of our lives. From the recommendations you see online to the way businesses operate, AI is at the core. But with so much jargon floating around \u2013 LLMs, RAG, Embeddings, [&hellip;]<\/p>\n","protected":false},"featured_media":700394,"template":"","categories":[2612],"tags":[6085],"industry":[],"class_list":["post-700590","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-ai-sk","tag-ai-upskilling-program-sk"],"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\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/\" target=\"_self\" ><img width=\"1920\" height=\"1920\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Your Guide to Essential AI Concepts\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg 1920w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-300x300.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-1024x1024.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-150x150.jpg 150w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-768x768.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-1536x1536.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/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-2 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\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/\" target=\"_self\" >Your Guide to Essential AI Concepts<\/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>Your Guide to Essential AI Concepts | Devoteam<\/title>\n<meta name=\"description\" content=\"LLMs, RAG, Embeddings, oh my! \u2013 It&#039;s easy to feel lost. This guide helps you understand the AI concepts that you definitely need to know.\" \/>\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\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Your Guide to Essential AI Concepts\" \/>\n<meta property=\"og:description\" content=\"LLMs, RAG, Embeddings, oh my! \u2013 It&#039;s easy to feel lost. This guide helps you understand the AI concepts that you definitely need to know.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/\" \/>\n<meta property=\"og:site_name\" content=\"Devoteam\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-20T16:21:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1920\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"22 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/your-guide-to-essential-ai-concepts\\\/\",\"url\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/your-guide-to-essential-ai-concepts\\\/\",\"name\":\"Your Guide to Essential AI Concepts | Devoteam\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/your-guide-to-essential-ai-concepts\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/your-guide-to-essential-ai-concepts\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1452459995_expanded.jpg\",\"datePublished\":\"2025-08-12T08:14:11+00:00\",\"dateModified\":\"2026-01-20T16:21:19+00:00\",\"description\":\"LLMs, RAG, Embeddings, oh my! \u2013 It's easy to feel lost. This guide helps you understand the AI concepts that you definitely need to know.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/your-guide-to-essential-ai-concepts\\\/#breadcrumb\"},\"inLanguage\":\"en-SK\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/your-guide-to-essential-ai-concepts\\\/\"]}],\"accessibilityFeature\":[\"tableOfContents\"]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-SK\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/your-guide-to-essential-ai-concepts\\\/#primaryimage\",\"url\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1452459995_expanded.jpg\",\"contentUrl\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1452459995_expanded.jpg\",\"width\":1920,\"height\":1920},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/your-guide-to-essential-ai-concepts\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Expert View\",\"item\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/expert-view\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Your Guide to Essential AI Concepts\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/#website\",\"url\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/\",\"name\":\"Devoteam\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/devoteam.info\\\/sk\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-SK\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Your Guide to Essential AI Concepts | Devoteam","description":"LLMs, RAG, Embeddings, oh my! \u2013 It's easy to feel lost. This guide helps you understand the AI concepts that you definitely need to know.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/","og_locale":"en_US","og_type":"article","og_title":"Your Guide to Essential AI Concepts","og_description":"LLMs, RAG, Embeddings, oh my! \u2013 It's easy to feel lost. This guide helps you understand the AI concepts that you definitely need to know.","og_url":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/","og_site_name":"Devoteam","article_modified_time":"2026-01-20T16:21:19+00:00","og_image":[{"width":1920,"height":1920,"url":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"22 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/","url":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/","name":"Your Guide to Essential AI Concepts | Devoteam","isPartOf":{"@id":"https:\/\/devoteam.info\/sk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/#primaryimage"},"image":{"@id":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/#primaryimage"},"thumbnailUrl":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg","datePublished":"2025-08-12T08:14:11+00:00","dateModified":"2026-01-20T16:21:19+00:00","description":"LLMs, RAG, Embeddings, oh my! \u2013 It's easy to feel lost. This guide helps you understand the AI concepts that you definitely need to know.","breadcrumb":{"@id":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/#breadcrumb"},"inLanguage":"en-SK","potentialAction":[{"@type":"ReadAction","target":["https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/"]}],"accessibilityFeature":["tableOfContents"]},{"@type":"ImageObject","inLanguage":"en-SK","@id":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/#primaryimage","url":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg","contentUrl":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg","width":1920,"height":1920},{"@type":"BreadcrumbList","@id":"https:\/\/devoteam.info\/sk\/expert-view\/your-guide-to-essential-ai-concepts\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/devoteam.info\/sk\/"},{"@type":"ListItem","position":2,"name":"Expert View","item":"https:\/\/devoteam.info\/sk\/expert-view\/"},{"@type":"ListItem","position":3,"name":"Your Guide to Essential AI Concepts"}]},{"@type":"WebSite","@id":"https:\/\/devoteam.info\/sk\/#website","url":"https:\/\/devoteam.info\/sk\/","name":"Devoteam","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/devoteam.info\/sk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-SK"}]}},"uagb_featured_image_src":{"full":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg",1920,1920,false],"thumbnail":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-150x150.jpg",150,150,true],"medium":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-300x300.jpg",300,300,true],"medium_large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-768x768.jpg",768,768,true],"large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-1024x1024.jpg",1024,1024,true],"1536x1536":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded-1536x1536.jpg",1536,1536,true],"2048x2048":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1452459995_expanded.jpg",1920,1920,false]},"uagb_author_info":{"display_name":"aleksandra.juda","author_link":"https:\/\/devoteam.info\/sk\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Artificial Intelligence (AI) is no longer a futuristic concept. It is here. It is evolving at lightning speed. And it is reshaping nearly every aspect of our lives. From the recommendations you see online to the way businesses operate, AI is at the core. But with so much jargon floating around \u2013 LLMs, RAG, Embeddings,&hellip;","_links":{"self":[{"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/expert-view\/700590","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/expert-view"}],"about":[{"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/types\/expert-view"}],"version-history":[{"count":2,"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/expert-view\/700590\/revisions"}],"predecessor-version":[{"id":815898,"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/expert-view\/700590\/revisions\/815898"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/media\/700394"}],"wp:attachment":[{"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/media?parent=700590"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/categories?post=700590"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/tags?post=700590"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/devoteam.info\/sk\/wp-json\/wp\/v2\/industry?post=700590"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}