AI Unit1 Vocab

5. a supervised learning task that involves predicting a continuous output variable based on input features
6. a separate subset of data used to assess the performance of a trained machine learning model
8. a subset of AI that enables systems to learn from data and improve their performance over time without being explicitly programmed
10. an unsupervised learning technique that groups similar data points together based on their characteristics
12. techniques that use statistical algorithms and machine learning to identify the likelihood of future outcomes based on historical data
13. a subset of data used to train a machine learning model
14. a subset of data used to tune the parameters of a machine learning model and prevent overfitting
15. specialized form of machine learning involving neural networks with many layers that can learn complex patterns in large amounts of data

1. a modeling error that occurs when a machine learning model learns the training data too well
2. the process of analyzing large datasets to discover patterns and extract meaningful information
3. the process of assessing how well a machine learning model performs
4. the process of selecting, modifying, or creating variables to improve the performance of ML models
7. a supervised learning task where the goal is to assign input data into predefined categories
9. the simulation of human intelligence processes by machines
11. a computational model inspired by the way biological neural networks in the human brain work