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AI Terms & Concepts
Nora Wheeler
Created on October 21, 2024
Activity for Introductory PD Sessions
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Transcript
Generative AI
Large Language Model
*Definitions from ChatGPT
AI Concepts & Key Terms Infographic
Machine Learning
Deep Learning
Neural Networks
Algorithm
Cognitive Computing
Data Mining
Natural Language Processing
Neural Networks
Computing systems inspired by the human brain’s networks of neurons, used to recognize patterns and learn from data.
- The networks consist of layers of nodes (like neurons) that process data and adjust their internal parameters to improve predictions & classifications.
What are Neural Networks in AI?
Large Language Model
AI systems capable of understanding and generating human language by processing vast amounts of text data.
What is an LLM?
Algorithm
A set of rules or a process that a computer follows to solve a specific problem or perform a task.
- Process data
- Find patterns
- Make decisions
- Bias considerations
What are Algorithms and how do they work?
Cognitive Computing
Computerized systems designed to simulate human thought processes in complex situations, often using artificial intelligence, machine learning, and natural language processing.
What is Cognitive Computing
Data Mining
The process of discovering patterns, correlations, and insights from large datasets using various AI and statistical methods. The patterns inform predictions and decisions.
What is data mining?
Deep Learning
A subset of machine learning that uses artificial neural networks with many layers to model complex patterns in data. It is effective for tasks such as image recognition and playing games.
What is Deep Learning?
AI Graphic
This graphic was made using ChatGPT. After asking for key terms and concepts related to AI, I prompted for an image that captures the information.
ChatGPT
Generative AI
This is a class of AI that creates new content, such as text, images, audio, or code, based on the patterns it has learned from existing data. Using techniques like neural networks, generative AI models identify patterns in large datasets and generate new outputs that are similar but unique.
Generative AI in 2 Minutes
Natural Language Processing [NLP]
A branch of AI focused on the interaction between computers and humans through natural language. NLP enables computers to understand, interpret, and generate human language, allowing applications like chatbots, translation services, and voice recognition systems.
What is natural language processing?
Machine Learning
A subset of AI that involves training algorithms to learn from data and make predictions or decisions without explicit programming. This enables computers to improve their performance on tasks by learning from past experiences, often without being explicitly programmed to perform the task.
Machine Learning in 100 Seconds
Machne Learning
A subset of AI that involves training algorithms to learn from data and make predictions or decisions without explicit programming. This enables computers to improve their performance on tasks by learning from past experiences, often without being explicitly programmed to perform the task
Machine Learning in 100 Seconds