EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4594 records · 74/115
- 2921
oneAPI Deep Neural Network Library
Intel's library for accelerating deep learning inference and training
Website pending - 2922
oneDNN
An open-source math kernel library provided by Intel for optimizing deep neural networks.
Website pending - 2923
EDA
Initial investigation of data characteristics via visualization and statistics
Website pending - 2924
Dataset Documentation
Standardized metadata describing a dataset's source, structure, and intended use.
Website pending - 2925
normalized Pointwise Mutual Information
A normalized statistical measure quantifying the strength of co-occurrence between two words.
Website pending - 2926
ML-Agents
An open-source toolkit from Unity for training intelligent agents.
Website pending - 2927
Latent Bottleneck
An architectural design that compresses high-dimensional inputs into a fixed-size latent representation to decouple input scale from computation cost
Website pending - 2928
Cross-Attention
An attention mechanism allowing query vectors to attend to key-value pairs from different sources
Website pending - 2929
ML Interface
Tools for rapidly building frontends to interact with and showcase ML models
Website pending - 2930
N-gram LM
A statistical language model predicting the next word based on the previous n-1 words
Website pending - 2931
WER
Metric measuring ASR accuracy by summing substitutions, insertions, and deletions
Website pending - 2932
LM-boosted decoding
Technique introducing an external language model during decoding to correct probability distributions
Website pending - 2933
Sliding Window
A strategy processing continuous data streams by moving a fixed-size window step-by-step.
Website pending - 2934
CTC
A loss function for sequence labeling that allows output length to differ from input without explicit alignment.
Website pending - 2935
Bidirectional Encoder Representations
A language model architecture that considers both left and right context simultaneously.
Website pending - 2936
Constrained Decoding
Applying rules during generation to ensure output meets specific syntactic, lexical, or semantic requirements
Website pending - 2937
Beam Search
A heuristic search algorithm that retains the top-k most probable sequences to balance efficiency and quality
Website pending - 2938
Multimodal Retrieval
Technology matching similarity across different modalities like text and images
Website pending - 2939
Semantic Segmentation
Task of classifying each pixel in an image
Website pending - 2940
Ethical AI
Ensuring AI systems are designed and used in accordance with moral standards and social values
Website pending - 2941
Offline Reinforcement Learning
Training policies using pre-collected datasets without real-time environment interaction
Website pending - 2942
AI Ethics
Study of moral principles, fairness, and social impacts in AI development and application
Website pending - 2943
Data Bias
Systematic errors or imbalances in training data that cause unfair model outputs
Website pending - 2944
Code Abstraction
A programming technique that hides complex implementation details behind simpler interfaces
Website pending - 2945
DRY Principle
A software development principle aiming to reduce repetition of software patterns
Website pending - 2946
CO2 Equivalent
A metric converting various greenhouse gases into their carbon dioxide equivalent impact
Website pending - 2947
AI ASIC
Integrated circuits custom-designed for AI workloads, such as Gaudi.
Website pending - 2948
Carbon Footprint
Total greenhouse gas emissions generated during computation or training processes
Website pending - 2949
BERT
Bidirectional Encoder Representations from Transformers for NLP tasks
Website pending - 2950
Model Reliability
The ability of a model to consistently perform tasks correctly under specific conditions.
Website pending - 2951
Model Trustworthiness
User confidence in the accuracy, fairness, and robustness of model outputs.
Website pending - 2952
Data Representativeness
The degree to which training data distribution mirrors the real-world application environment.
Website pending - 2953
Fully Sharded Data Parallel (FSDP)
A technique that shards model parameters, gradients, and optimizer states across GPUs to save memory
Website pending - 2954
Table Question Answering
NLP task extracting answers from structured tables
Website pending - 2955
Q-Learning
A model-free reinforcement learning method that finds the optimal policy by updating state-action value functions
Website pending - 2956
Deep Q-Learning (DQN)
A reinforcement learning algorithm combining deep learning with Q-learning to handle high-dimensional state spaces
Website pending - 2957
IPU
A processor architecture designed by Graphcore specifically for machine learning workloads.
Website pending - 2958
Denoising
The process of recovering original signals or images from noisy data.
Website pending - 2959
Dynamic Training
Model training process that adjusts strategies based on real-time feedback
Website pending - 2960
Adversarial Data
Inputs designed to mislead models into producing incorrect outputs
Website pending