AI Vocab Terms - Flashcards
Learning tools to familiarize yourself with common Artificial Intelligence vocabulary
Computers, Technology, AI
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Questions Covered in This Set
40 cards to master
What is Machine Learning in plain English?
Teaching computers to learn from examples and improve over time without being explicitly programmed for every scenario
What is a Neural Network in plain English?
A computer system modeled after the human brain that processes information through interconnected nodes to recognize patterns
What is Deep Learning in plain English?
A type of machine learning that uses multiple layers of artificial neurons to learn increasingly complex patterns from data
What is Natural Language Processing (NLP) in plain English?
Technology that helps computers understand, interpret, and generate human language like we speak and write
What is Computer Vision in plain English?
The ability of computers to identify and understand objects, people, and scenes in images and videos like humans do
What is a Training Dataset in plain English?
A collection of examples used to teach an AI system what to look for and how to respond
What is an Algorithm in plain English?
A step-by-step recipe or set of rules that a computer follows to solve a problem or complete a task
What is Supervised Learning in plain English?
Teaching AI by showing it labeled examples where the correct answers are already provided
What is Unsupervised Learning in plain English?
Letting AI find patterns and groupings in data on its own without being told what the right answers are
What is Reinforcement Learning in plain English?
Training AI through trial and error by rewarding good decisions and penalizing bad ones, like training a pet
What is Overfitting in plain English?
When an AI memorizes training examples too well and can't adapt to new, slightly different situations
What is a Model in plain English?
The final trained AI system that has learned patterns from data and can now make predictions or decisions
What is Bias in AI in plain English?
When an AI system makes unfair or skewed decisions because the data it learned from contained prejudices or wasn't representative
What is a Chatbot in plain English?
A computer program that can have text or voice conversations with people to answer questions or help with tasks
What is Generative AI in plain English?
AI that can create new content like text, images, music, or videos rather than just analyzing existing information
What is a Large Language Model (LLM) in plain English?
An AI system trained on massive amounts of text that can understand and generate human-like written content
What is a Token in AI in plain English?
A small chunk of text (like a word or part of a word) that AI breaks language into to process it
What is Fine-tuning in plain English?
Taking an already trained AI and teaching it specialized skills or knowledge for a specific purpose
What is a Prompt in plain English?
The instructions or questions you give to an AI system to tell it what you want it to do
What is Inference in plain English?
When a trained AI uses what it learned to make predictions or generate responses to new inputs
What is Transfer Learning in plain English?
Reusing knowledge an AI gained from one task to help it learn a different but related task faster
What is a Hyperparameter in plain English?
A setting or knob that humans adjust before training to control how an AI learns
What is Accuracy in AI in plain English?
How often the AI gets the right answer or makes correct predictions
What is a Feature in plain English?
A measurable characteristic or attribute of data that AI uses to make decisions or predictions
What is Classification in plain English?
When AI sorts things into categories, like identifying whether an email is spam or not spam
What is Regression in plain English?
When AI predicts a number or continuous value, like estimating house prices or tomorrow's temperature
What is Clustering in plain English?
When AI automatically groups similar things together without being told what the categories should be
What is Sentiment Analysis in plain English?
AI determining whether text expresses positive, negative, or neutral emotions or opinions
What is Object Detection in plain English?
AI identifying and locating specific things within images or video, like finding all the cars in a photo
What is a Transformer in plain English?
A modern AI architecture that's especially good at understanding relationships between words in text
What is Artificial General Intelligence (AGI) in plain English?
A hypothetical AI that could understand and learn any intellectual task a human can do, not just specialized tasks
What is the Training Phase in plain English?
The period when an AI is learning from examples and adjusting itself to get better at its task
What is a Parameter in plain English?
An internal value that the AI adjusts during learning to improve its performance, like tiny dials being tuned
What is Data Augmentation in plain English?
Creating modified copies of training examples to give AI more varied data to learn from
What is a Validation Set in plain English?
A separate set of examples used to check how well the AI is learning during training without contaminating the test
What is a Test Set in plain English?
A final set of examples never seen during training used to evaluate how well the AI performs on new data
What is Explainable AI in plain English?
AI systems designed so humans can understand why they made specific decisions rather than being a black box
What is Edge AI in plain English?
Running AI directly on local devices like phones or cameras instead of sending data to remote cloud servers
What is Gradient Descent in plain English?
A method AI uses to gradually adjust itself by making small improvements based on its mistakes
What is Federated Learning in plain English?
Training AI across many devices while keeping data private on each device rather than collecting it all centrally