{"id":517243,"date":"2023-07-17T12:35:11","date_gmt":"2023-07-17T10:35:11","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/unlimited-creativity-how-generative-ai-is-transforming-the-world-of-innovation-3\/"},"modified":"2025-06-20T10:45:29","modified_gmt":"2025-06-20T08:45:29","slug":"unlimited-creativity-how-generative-ai-is-transforming-the-world-of-innovation-3","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/sk\/expert-view\/unlimited-creativity-how-generative-ai-is-transforming-the-world-of-innovation-3\/","title":{"rendered":"Unlimited Creativity: How Generative AI is transforming the world of innovation"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">If you\u2019re reading this article, I can assume that you have previously heard of (or at least are interested) in knowing more about Generative AI. And you\u2019re not alone.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">According to&nbsp;<a href=\"https:\/\/trends.google.com\/trends\/explore?date=2023-01-01%25202023-06-06&amp;q=Generative%2520AI&amp;hl=en-GB\" target=\"_blank\" rel=\"noreferrer noopener\">Google Trends<\/a>, the search term \u201cGenerative AI\u201d has seen a notorious spike in interest since the beginning of the year, which means that it is clearly a very hot topic in today\u2019s world, with impacts across all sectors of society. (Have you seen the news that NVIDIA \u2013 the main GPU player in the market \u2013 briefly reached a 1 trillion dollar valuation? Source:&nbsp;<a href=\"https:\/\/www.reuters.com\/technology\/nvidia-sets-eye-1-trillion-market-value-2023-05-30\/\" target=\"_blank\" rel=\"noreferrer noopener\">Reuters<\/a>)&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In this article, I will offer you an explanation of the main buzzwords related to Generative AI and how they relate with each other, an overview of the current Generative AI offers in Google Cloud Platform, and some resources that you can use in your own learning journey.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hope you enjoy this article and it is helpful in your exploration into the Generative AI world!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Let\u2019s start from the beginning<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Currently, in the media, a lot of terms related to AI are thrown around without context or explanation, so let me start at the beginning and provide some definitions of terms you surely have heard before.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-53.png\" alt=\"\" class=\"wp-image-17481\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Artificial Intelligence (AI)&nbsp;<\/strong>refers to the field of study related to intelligent systems (systems that simulate human knowledge) that don\u2019t need explicit programming to derive knowledge. We should think of AI as we think of Chemistry, Physics or History.&nbsp;<\/li>\n\n\n\n<li><strong>Machine Learning (or ML)&nbsp;<\/strong>refers to a particular branch of AI where intelligent systems derive knowledge from patterns in the underlying data. Other well-known branches of AI are (but not limited to) Optimization, Computer Vision and Robotics.&nbsp;<\/li>\n\n\n\n<li><strong>Deep Learning (or DL)&nbsp;<\/strong>refers to a subset of ML models whose structure is based on Artificial Neural Networks. Other subsets of ML models that are very well known include (but not limited to) tree-based models (such as Random Forests or XGBoost) or clustering methods.<\/li>\n\n\n\n<li><strong>Generative AI (GenAI)&nbsp;<\/strong>refers to a type of artificial neural network that can generate new data based on the training dataset it was modeled after. Other types of ANNs are discriminative NNs, which attribute labels or classify the new data that it is shown based on the previously learned patterns on the training dataset. Inside Generative AI, we can find dedicated models for language (for example LLMs \u2013 Large Language Models), audio, video, image, and 3D, amongst many other fields.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>Note:&nbsp;<\/em><\/strong><em>Although it refers to the underlying data used to create these models, another concept that is worth mentioning is structured vs unstructured data. Structured data refers to data that is highly organized, usually in a tabular fashion such as the organization found inside relational databases. Unstructured data refers to data that is not so easily cataloged due to its lack of predetermined formats, such as images, video or audio.&nbsp;<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>How can you use Generative AI models in GCP?&nbsp;<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Earlier in May of this year, Google Cloud Platform made available in preview it\u2019s Generative AI Studio inside Vertex AI. Google defines Generative AI Studio as \u201c<em>a Google Cloud console tool for rapidly prototyping and testing generative AI models.<\/em>\u201d&nbsp;<sup>[1]<\/sup>&nbsp;This means that you don\u2019t need to develop your own Generative AI models from scratch (which can be quite a complex task, not to mention time-consuming), and you can start experimenting and prototyping within GCP with Google\u2019s pre-trained models to assess if a given approach is truly right for your use case.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Currently, inside Generative AI Studio you can find two main usage scenarios:&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Earlier in May of this year, Google Cloud Platform made available in preview it\u2019s Generative AI Studio inside Vertex AI. Google defines Generative AI Studio as \u201c<em>a Google Cloud console tool for rapidly prototyping and testing generative AI models.<\/em>\u201d&nbsp;<sup>[1]<\/sup>&nbsp;This means that you don\u2019t need to develop your own Generative AI models from scratch (which can be quite a complex task, not to mention time-consuming), and you can start experimenting and prototyping within GCP with Google\u2019s pre-trained models to assess if a given approach is truly right for your use case.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Currently, inside Generative AI Studio you can find two main usage scenarios:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Language<\/strong>: with prepared models to solve tasks such as Summarization, Classification, Extraction, Writing, and Ideation (which contains my personal favorite, a Meme Generator).&nbsp;<\/li>\n\n\n\n<li><strong>Speech<\/strong>: with prepared models to solve tasks such as Speech-to-Text and Text-to-Speech.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">With these pre-trained models, you can solve several recurrent tasks such as Sentiment Analysis, Contract Analysis, or even create a chat agent that is able to automatically summarise previous interactions and create follow-up lists. You can also fine-tune these pre-trained models to the specific needs of your use cases, without the need of recreating the whole model from scratch.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is also available in the preview of the new&nbsp;<a href=\"https:\/\/cloud.google.com\/model-garden\" target=\"_blank\" rel=\"noreferrer noopener\">Model Garden<\/a>, which contains several foundational models that are enterprise-ready and task-specific. You can find first-party models directly created by Google (such as&nbsp;<a href=\"https:\/\/ai.google\/discover\/palm2\/\" target=\"_blank\" rel=\"noreferrer noopener\">PaLM 2<\/a>), open-source models (such as BERT) that are trusted in the community and, in the future, Google hopes to make available third-party models as well.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the near future, something very exciting is coming:&nbsp;<strong>Image&nbsp;<\/strong>related scenarios.<br><br>We expect to see offerings in image generation, classification, search, and recommendation. Some lucky testers already have a preview of this incredible feature, so hopefully, it will be available soon. As a teaser, I\u2019ll leave you with the image shared by Google to present this tool.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-30.png\" alt=\"\" class=\"wp-image-17484\" style=\"width:934px;height:524px\"\/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/cloud.google.com\/vertex-ai\/docs\/generative-ai\/image\/overview\">Vertex AI Image Generation<\/a>&nbsp;\u2013&nbsp;<em>Image generated using Vertex AI Image Generation from the prompt: 4K video game concept art, urban jungle, cityscape inspired by new york city, detailed rendering.&nbsp;<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Resources&nbsp;<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Since Generative AI is becoming widely available and is such a hot topic, Google offers a learning path to help you acquire new skills in this field at no cost.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can find the Generative AI Learning Path&nbsp;<a href=\"https:\/\/gcloud.devoteam.com\/pt-pt\/blog\/generative-ai\/#:~:text=de%20Generative%20AI-,aqui,-%2C%20que%20abrange%20t%C3%B3picos\" target=\"_blank\" rel=\"noreferrer noopener\">here<\/a>, and it covers topics such as (but not limited to):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Large Language Models&nbsp;&nbsp;<\/li>\n\n\n\n<li>Responsible AI&nbsp;<\/li>\n\n\n\n<li>Image Generation&nbsp;<\/li>\n\n\n\n<li>Attention Mechanism&nbsp;<\/li>\n\n\n\n<li>Transformer Models&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This Learning Path is a great way to learn the concepts in depth from Google itself and have direct contact with these tools in the Google Cloud Platform environment by completing the labs.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Conclusion&nbsp;<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">First of all, thank you for spending the last few minutes of your time reading my overview of Generative AI and Google Cloud Platform\u2019s tools for Generative AI. Hopefully, I left you with a clearer understanding of the buzzwords and a sparked curiosity about this field.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Generative AI is growing at an incredibly fast pace, and sometimes it feels like every day a new product is hitting the market, which in turn means that everyday new and exciting advances are being made. But it might also mean that it is time to reflect on ethics and responsible AI.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On that topic, I will leave you today with Google\u2019s&nbsp;<a href=\"https:\/\/cloud.google.com\/responsible-ai\" target=\"_blank\" rel=\"noreferrer noopener\">Responsible AI<\/a>&nbsp;business case, as well as Google\u2019s Responsible AI Practices, which you will hopefully read and implement in your day-to-day use of Generative AI.<\/p>\n\n\n\n<div class=\"wp-block-cover alignfull is-style-blur-image is-style-blur-image-less\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-black-background-color has-background-dim-70 has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"934\" height=\"368\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-e1690183197478.png\" class=\"wp-block-cover__image-background wp-post-image\" alt=\"\" data-object-fit=\"cover\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-e1690183197478.png 934w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-e1690183197478-300x118.png 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-e1690183197478-768x303.png 768w\" sizes=\"auto, (max-width: 934px) 100vw, 934px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group alignfull has-base-color has-text-color has-global-padding is-layout-constrained wp-container-core-group-is-layout-46b67d08 wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:var(--wp--preset--spacing--xxx-large);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--xxx-large);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-5f9de3d0 wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-left has-secondary-font-family has-large-font-size\" id=\"h-devoteam-helps-you-lead-the-gen-ai-revolution\">Devoteam helps you lead the (gen)AI revolution<\/h2>\n<\/div>\n\n\n\n<p class=\"has-text-align-left has-main-accent-color has-text-color wp-block-paragraph\">Partner with Devoteam to access experienced AI consultants and the best AI technologies for tailored solutions that maximise your return on investment. With over 1,000 certified AI Consultants and over 300 successful AI projects, we have the expertise to meet your unique needs.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-3c38c079 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\/sk\/services\/ai-ml\/\">Begin your AI Journey<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-outline-white-button\"><a class=\"wp-block-button__link has-base-color has-text-color has-background wp-element-button\" href=\"https:\/\/devoteam.info\/success-story\/?category_name=ai\" style=\"background-color:#64648254\">AI References<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>If you\u2019re reading this article, I can assume that you have previously heard of (or at least are interested) in knowing more about Generative AI. And you\u2019re not alone. According to&nbsp;Google Trends, the search term \u201cGenerative AI\u201d has seen a notorious spike in interest since the beginning of the year, which means that it is [&hellip;]<\/p>\n","protected":false},"featured_media":517245,"template":"","categories":[2604],"tags":[2881,2605,2796],"industry":[],"class_list":["post-517243","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-google-cloud-sk","tag-generative-ai-sk","tag-google-cloud-sk","tag-google-cloud-platform-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\/unlimited-creativity-how-generative-ai-is-transforming-the-world-of-innovation-3\/\" target=\"_self\" ><img width=\"934\" height=\"368\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-e1690183197478.png\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Unlimited Creativity: How Generative AI is transforming the world of innovation\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-e1690183197478.png 934w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-e1690183197478-300x118.png 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/image-1-e1690183197478-768x303.png 768w\" sizes=\"auto, (max-width: 934px) 100vw, 934px\" \/><\/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-1 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\/unlimited-creativity-how-generative-ai-is-transforming-the-world-of-innovation-3\/\" target=\"_self\" >Unlimited Creativity: How Generative AI is transforming the world of innovation<\/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>Unlimited Creativity: How Generative AI is transforming the world of innovation | Devoteam<\/title>\n<meta name=\"description\" content=\"According to\u00a0Google Trends, the search term \u201cGenerative AI\u201d has seen a notorious spike in interest since the beginning of the year, which...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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