Month: November 2023

Image Generation AI: Reshaping the Landscape of Creativity, Innovation and Policies

In recent years, the field of artificial intelligence has made astonishing progress and achieved remarkable milestones, and Image processing is one area that has been particularly transformative. With the advent of sophisticated AI models like DALL-E 2, Midjourney, and Imagen, the ability to create stunning and realistic images from mere text descriptions is no longer a distant dream. This groundbreaking technology is rapidly transforming various industries and redefining the boundaries of creativity.

Image Generated on Imagen on Vertex AI by Google using prompt

The rise of Generative Artificial Intelligence (GenAI) has introduced innovative services and cutting-edge tools to automate tasks, optimize processes, and speed up transactions. These benefits make it more enticing for businesses to deploy AI services for their expansion and growth strategies.

One important technological breakthrough that has made this growth possible is the conditional generative adversarial network (CGAN).

My most-used Gen AI trick is the summarization of web pages and documents. Combined with semantic search, summarization means I waste very little time searching for the words and ideas I need when I need them. Summarization has become so important that I now use it as I write to ensure that my key points show up in ML summaries. Unfortunately, it’s a double-edged sword: will reliance on deep learning lead to an embarrassing, expensive, or career-ending mistake because the summary missed something, or worse because the summary hallucinated? 

Fortunately, many years as a technology professional have taught me the value of risk management, and that is the topic of this article: identifying the risks of summarization and the (actually pretty easy) methods of mitigating the risks. 

In this tutorial, you'll learn how to publish images from an ESP32-CAM board to multiple browser clients using MQTT (Message Queuing Telemetry Transport). This setup will enable you to create a platform that functions similarly to a live video stream, viewable by an unlimited number of users.

Prerequisites

Before diving in, make sure you have completed the following prerequisite tutorials:

Thanks to the research team at DORA, we can access a model of technical and cultural capabilities to direct our continuous improvement activity.

The goal isn't to adopt every item like a checklist; it's not a maturity model. Instead, you can use it as a map to find practices and techniques to help you improve based on your current circumstances.