EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4595 records · 75/115
- 2961
Adversarial Data
Inputs designed to mislead models into producing incorrect outputs
Website pending - 2962
Hardware Acceleration
Using specialized hardware to improve the execution efficiency of computational tasks.
Website pending - 2963
Model Serialization
Saving in-memory model structures to files for later loading and execution
Website pending - 2964
OOM
An error occurring when a program attempts to allocate more memory than is available.
Website pending - 2965
ZeRO
A distributed training technique that reduces memory footprint by sharding optimizer states, gradients, and parameters.
Website pending - 2966
Cosine Similarity
Measuring the angle between two vectors to assess semantic proximity
Website pending - 2967
TF Serving
An open-source system for serving machine learning models in production environments.
Website pending - 2968
A2C
A synchronous reinforcement learning algorithm combining policy gradient and value function estimation
Website pending - 2969
Linear Complexity
Complexity characteristic where runtime or memory grows linearly with input size.
Website pending - 2970
Nyström Method
An algorithm for low-rank approximation of kernel matrices or large symmetric matrices.
Website pending - 2971
Matrix Multiplication
Linear algebra operation that is the core computational task in neural network forward propagation
Website pending - 2972
8-bit Quantization
Compressing model weights or activations from high-precision floats to 8-bit integers to save memory
Website pending - 2973
Vision Transformer
An architecture that processes images by splitting them into patches and using a Transformer encoder
Website pending - 2974
Managed Service
Cloud-provided automated infrastructure and operations
Website pending - 2975
Open Source License
Legal agreements defining rights to use, modify, and distribute software or models
Website pending - 2976
Decision Transformer
Architecture modeling RL as sequence prediction
Website pending - 2977
Tensor Parallelism
Splitting single tensor operations across multiple devices
Website pending - 2978
AutoML
Techniques that automate tasks in machine learning workflows such as feature engineering and model selection.
Website pending - 2979
DOI
A persistent string system used to uniquely identify digital objects
Website pending - 2980
Evaluation Metrics
Statistical standards quantifying model performance or behavioral characteristics
Website pending - 2981
Trainer API
A high-level interface provided by Hugging Face that encapsulates the training loop.
Website pending - 2982
Decoding Strategy
Rules or algorithms for selecting the next token from model output distributions
Website pending - 2983
Contrastive Search
A decoding method that reduces repetition by balancing probability and diversity
Website pending - 2984
Time Series
A sequence of data points indexed in time order
Website pending - 2985
Training
The process of adjusting model parameters via optimization algorithms to minimize loss
Website pending - 2986
Vision-Language Model
Multimodal architecture jointly processing visual and textual info
Website pending - 2987
Model Cards
Standardized documentation recording ML model performance, limitations, and intended use cases
Website pending - 2988
PaddlePaddle
An end-to-end deep learning development platform launched by Baidu
Website pending - 2989
Masked Attention
A mechanism that restricts attention computation scope using masks to improve efficiency
Website pending - 2990
Image Segmentation
The process of partitioning a digital image into multiple segments to simplify analysis
Website pending - 2991
Image Similarity
Metric measuring how visually close two images are based on features
Website pending - 2992
Optimum
Hugging Face library providing hardware acceleration for optimized Transformer models
Website pending - 2993
Dialog Agent
An AI system that completes tasks via multi-turn natural language interaction
Website pending - 2994
Image-to-text Generation
Task of automatically generating descriptive text from input images
Website pending - 2995
Conditional Control
Guiding image generation structure using extra inputs like edges or poses
Website pending - 2996
ViT
A vision model that processes images by splitting them into patches using a Transformer architecture
Website pending - 2997
Probabilistic Forecasting
Outputting distributions of future values rather than single deterministic numbers
Website pending - 2998
Jupyter Notebook
An interactive computing environment supporting live code execution and visualization
Website pending - 2999
ASIC
Integrated circuits customized for specific applications, often used for high-performance computing tasks.
Website pending - 3000
Graph Classification
Task predicting labels for entire graph structures, common in molecular property prediction
Website pending