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Artificial Intelligence: A Glossary

Confused by artificial intelligence terms? Here's a glossary of some of the most common terms and how they are being used in trucking and logistics.

May 21, 2020
Artificial Intelligence: A Glossary

 

Photo: Seanbatty via Pixabay

3 min to read


Agentic AI: On of Gartner's Top Strategic Technology Trends for 2025, the next frontier of artificial intelligence is agentic AI, according to Nvidia. It uses sophisticated reasoning and iterative planning to autonomously solve complex, multi-step problems. Agentic AI can autonomously plan and take action to achieve goals set by the user. As IBM explains, agentic AI takes autonomous capabilities to the next level by using large language models, machine learning, and natural language processing to perform autonomous tasks on behalf of the user or another system. 

Algorithm: A logical sequence of explicit, step-by-step instructions to solve any problem. These are the building blocks that make up machine learning and artificial intelligence. The goal of an algorithm is to teach AI, neural network, or other machines how to figure things out on their own.

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Artificial Intelligence: Computers capable of doing human-like tasks: decision-making, object classification and detection, speech recognition and translation.

Artificial neural network: An algorithm that attempts to mimic the biological neural networks that make up the human brain, with layers of connected “neurons” sending information to each other.

Big data: Large amounts of structured and unstructured data that is too complex to be handled by standard data-processing software.

Chatbots: Simulates a real conversation through text or voice messages. Chatbots use machine learning to identify communication patterns and thus learn to imitate real conversations. After each dialogue, they become smarter. According to Nvicia, AI chatbots use generative AI to provide responses based on a single interaction. A person makes a query and the chatbot uses natural language processing to reply.

Cognitive computing: A computerized model that mimics human thought processes to assist humans in finding solutions to complex problems, rather than automating things. It overlaps with AI and uses many of the same underlying technologies.

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Computer vision: A field of AI that uses AI technologies to solve complex problems using  information from images and video, such as object detection.

Data mining: The process of sorting through large sets of data in order to identify recurring patterns while establishing problem-solving relationships.

Digital twin: A virtual copy of a physical asset, which can enable better monitoring, diagnostics and predictions. At its simplest, a digital twin can be described as a virtual copy of a real object, explains Intangles. It is linked to its “physical twin” through a dynamic data feed. This means the digital twin is continually “learning” to be a better and more accurate replica of its physical counterpart. "And because it’s virtual, you can do far more with the Digital Twin than you could with the physical thing."

Generative AI: Generative AI, such as ChatGPT or image-based tools such DALL-E, is a type of artificial intelligence that can create new content, such as text, images, or video, using deep-learning models learned from training on large amounts of existing data. As Deloitte explains, it can retrieve, parse, analyze, organize, and synthesize a range of disparate datasets, text, documents, and other readable/scannable content.

Machine learning: A set of algorithms that allows you to feed machines (computers) data and let them learn a few tricks on their own, without being explicitly programmed to do so. Machine learning is a subset of AI. It can be fed only with structured data, while AI can handle both structured and unstructured pieces of information.

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