EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4517 records · 73/113
- 2881
Denoising
The process of recovering original signals or images from noisy data.
Website pending - 2882
Dynamic Training
Model training process that adjusts strategies based on real-time feedback
Website pending - 2883
Adversarial Data
Inputs designed to mislead models into producing incorrect outputs
Website pending - 2884
Hardware Acceleration
Using specialized hardware to improve the execution efficiency of computational tasks.
Website pending - 2885
Model Serialization
Saving in-memory model structures to files for later loading and execution
Website pending - 2886
OOM
An error occurring when a program attempts to allocate more memory than is available.
Website pending - 2887
ZeRO
A distributed training technique that reduces memory footprint by sharding optimizer states, gradients, and parameters.
Website pending - 2888
Cosine Similarity
Measuring the angle between two vectors to assess semantic proximity
Website pending - 2889
TF Serving
An open-source system for serving machine learning models in production environments.
Website pending - 2890
A2C
A synchronous reinforcement learning algorithm combining policy gradient and value function estimation
Website pending - 2891
Linear Complexity
Complexity characteristic where runtime or memory grows linearly with input size.
Website pending - 2892
Nyström Method
An algorithm for low-rank approximation of kernel matrices or large symmetric matrices.
Website pending - 2893
Matrix Multiplication
Linear algebra operation that is the core computational task in neural network forward propagation
Website pending - 2894
8-bit Quantization
Compressing model weights or activations from high-precision floats to 8-bit integers to save memory
Website pending - 2895
Vision Transformer
An architecture that processes images by splitting them into patches and using a Transformer encoder
Website pending - 2896
Managed Service
Cloud-provided automated infrastructure and operations
Website pending - 2897
Open Source License
Legal agreements defining rights to use, modify, and distribute software or models
Website pending - 2898
Decision Transformer
Architecture modeling RL as sequence prediction
Website pending - 2899
Tensor Parallelism
Splitting single tensor operations across multiple devices
Website pending - 2900
AutoML
Techniques that automate tasks in machine learning workflows such as feature engineering and model selection.
Website pending - 2901
DOI
A persistent string system used to uniquely identify digital objects
Website pending - 2902
Evaluation Metrics
Statistical standards quantifying model performance or behavioral characteristics
Website pending - 2903
Trainer API
A high-level interface provided by Hugging Face that encapsulates the training loop.
Website pending - 2904
Decoding Strategy
Rules or algorithms for selecting the next token from model output distributions
Website pending - 2905
Contrastive Search
A decoding method that reduces repetition by balancing probability and diversity
Website pending - 2906
Time Series
A sequence of data points indexed in time order
Website pending - 2907
Training
The process of adjusting model parameters via optimization algorithms to minimize loss
Website pending - 2908
Vision-Language Model
Multimodal architecture jointly processing visual and textual info
Website pending - 2909
Model Cards
Standardized documentation recording ML model performance, limitations, and intended use cases
Website pending - 2910
PaddlePaddle
An end-to-end deep learning development platform launched by Baidu
Website pending - 2911
Masked Attention
A mechanism that restricts attention computation scope using masks to improve efficiency
Website pending - 2912
Image Segmentation
The process of partitioning a digital image into multiple segments to simplify analysis
Website pending - 2913
Image Similarity
Metric measuring how visually close two images are based on features
Website pending - 2914
Optimum
Hugging Face library providing hardware acceleration for optimized Transformer models
Website pending - 2915
Dialog Agent
An AI system that completes tasks via multi-turn natural language interaction
Website pending - 2916
Image-to-text Generation
Task of automatically generating descriptive text from input images
Website pending - 2917
Conditional Control
Guiding image generation structure using extra inputs like edges or poses
Website pending - 2918
ViT
A vision model that processes images by splitting them into patches using a Transformer architecture
Website pending - 2919
Probabilistic Forecasting
Outputting distributions of future values rather than single deterministic numbers
Website pending - 2920
Jupyter Notebook
An interactive computing environment supporting live code execution and visualization
Website pending