EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4589 records · 73/115
- 2881
Warm Starting
Technique initializing new models with existing pre-trained weights to accelerate convergence.
Website pending - 2882
Sequence-to-Sequence (Seq2Seq)
Task paradigm converting one sequence to another, e.g., machine translation, summarization
Website pending - 2883
Pre-trained Checkpoint
Saved parameter states after large-scale training, used for fine-tuning or initialization
Website pending - 2884
Weight Conversion
Converting pre-trained model parameter formats into structures recognizable by the target framework
Website pending - 2885
Model Porting
The technical process of migrating a model from one framework or codebase to another for compatibility with new environments
Website pending - 2886
Checkpoint Conversion
The process of converting model weight files from one framework format to another compatible format
Website pending - 2887
Production Deployment
The process of integrating ML models into live business systems to provide continuous services
Website pending - 2888
Eager Execution
A programming mode in TensorFlow that executes operations immediately and returns results.
Website pending - 2889
TensorFlow Serving
An open-source system for deploying machine learning models efficiently in production environments.
Website pending - 2890
Hyperparameter Tuning
The process of manually or automatically searching for optimal model configuration parameters
Website pending - 2891
Trainer
A pre-packaged utility class from Hugging Face for managing model training loops.
Website pending - 2892
XLA
Google's machine learning compiler that optimizes computation graphs for performance.
Website pending - 2893
Neural Network
Computational models inspired by biological nervous systems, used for pattern recognition and prediction
Website pending - 2894
Trial-and-Error
A method of finding optimal solutions by repeatedly trying different parameters or structures
Website pending - 2895
Low-Rank Approximation
Using low-dimensional matrices to approximate high-dimensional attention matrices to save memory.
Website pending - 2896
Self-supervised Learning
Training using labels generated from unlabeled data structure
Website pending - 2897
Time Complexity
The trend of algorithm runtime growth relative to input size, e.g., O(n²).
Website pending - 2898
Block Sparse Attention
A sparsification technique dividing the attention matrix into blocks and retaining only specific non-zero blocks.
Website pending - 2899
AMX
An Intel processor instruction set designed to accelerate deep learning matrix operations.
Website pending - 2900
Dynamic Batching
A technique that groups requests into batches based on arrival time and length to improve throughput.
Website pending - 2901
Zero-shot Classification
Ability to classify new categories without specific training data for those classes
Website pending - 2902
Inference Deployment
The process of packaging trained models as services to handle real-time data requests
Website pending - 2903
Deep Learning Container
Standardized Docker images pre-installed with deep learning frameworks and dependencies.
Website pending - 2904
Heterogeneous Hardware
A mixed system composed of computing devices with different performances and architectures.
Website pending - 2905
Pruning
Removing insignificant connections or neurons from neural networks to simplify model structure
Website pending - 2906
SQuAD
Stanford Question Answering Dataset, commonly used to evaluate machine reading comprehension
Website pending - 2907
Intelligence Processing Unit (IPU)
A processor architecture designed by Graphcore specifically for machine learning workloads
Website pending - 2908
Web Demo
A web interactive interface for visually demonstrating AI model input-output effects
Website pending - 2909
Spaces
A cloud platform for deploying and sharing machine learning demo applications.
Website pending - 2910
CLIP
A model architecture that aligns cross-modal semantics through contrastive learning on large-scale image-text pairs
Website pending - 2911
Machine Learning as Code
Treating ML workflows as software engineering, emphasizing version control and automation
Website pending - 2912
Generative Language Model
Neural networks capable of predicting and generating text sequences based on context.
Website pending - 2913
AVX512
An Intel extension supporting 512-bit wide vector operations for accelerated computing.
Website pending - 2914
VNNI
CPU instruction set extension designed to accelerate integer-quantized neural network inference
Website pending - 2915
Pretrained Model
Model pre-trained on large datasets to learn general features
Website pending - 2916
oneAPI Deep Neural Network Library
Intel's library for accelerating deep learning inference and training
Website pending - 2917
oneDNN
An open-source math kernel library provided by Intel for optimizing deep neural networks.
Website pending - 2918
EDA
Initial investigation of data characteristics via visualization and statistics
Website pending - 2919
Dataset Documentation
Standardized metadata describing a dataset's source, structure, and intended use.
Website pending - 2920
normalized Pointwise Mutual Information
A normalized statistical measure quantifying the strength of co-occurrence between two words.
Website pending