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MentoroAI
Glossary
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Tools
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Green AI
Environmentally sustainable artificial intelligence.
Hallucination
Plausible but incorrect or fabricated model output.
Hugging Face
Open platform for AI models, datasets, and tools.
Human Oversight
Humans retain ultimate decision authority.
Human–Machine Interaction (HMI)
Designing collaboration between humans and systems.
Hyperparameter
External parameter controlling model training.
Image Classification
Assigning one or more labels to an image.
Image Segmentation
Pixel-level division of an image into regions or classes.
Inference
Using a trained model to make predictions on new data.
Interpretability / Explainability (XAI)
Understanding how and why a model makes decisions.
Jupyter Notebook
Interactive development environment for data science.
Label (Target Value)
Expected output in supervised learning.
Large Language Model (LLM)
Very large language model with billions of parameters.
Liability for AI Decisions
Legal responsibility for faulty AI outcomes.
Long Short-Term Memory (LSTM)
RNN variant with gating to prevent forgetting.
Long-Term Memory
Persistent storage of context and preferences.
Loss Function
Measures model error during training.
MLOps
Operational practices for managing machine learning lifecycle.
Machine Learning (ML)
Algorithms that learn patterns from data instead of being explicitly programmed.
Machine Translation
Automatic translation of text or speech between languages.
Medical Diagnostics
AI-assisted analysis and detection in healthcare.
Model
Parameterized function mapping inputs to outputs.
Model Compression
Reducing model size and complexity.
Model Deployment
Process of bringing trained models into production.
Model Training
Adjusting a model’s weights to match data.
Model Versioning
Tracking and managing different model versions.
Multi-Agent System
Populations of cooperating or competing agents.
Multimodal Model
Processes multiple data types such as text, images, and audio.
Music Generation
Creating new music using AI models.
Named Entity Recognition (NER)
Identification of named entities (person, place, organization).
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