EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4517 records · 71/113
- 2801
Chunked Attention
An attention mechanism variant that splits input sequences into chunks for parallel processing to reduce memory usage
Website pending - 2802
Greedy Decoding
Selects only the most probable next word at each step without considering global optimality.
Website pending - 2803
Axial Positional Embeddings
Decomposing high-dimensional position info into low-dim axial components to save memory
Website pending - 2804
Locality-Sensitive Hashing (LSH)
A technique for approximate nearest neighbor search, used here to accelerate attention computation
Website pending - 2805
NVIDIA Ampere
NVIDIA GPU architecture natively supporting structured sparsity for enhanced deep learning performance.
Website pending - 2806
Sparsity
The property where most data or parameters are zero, used to optimize storage and computation.
Website pending - 2807
Grid Search
Method that exhaustively iterates through preset parameter combinations
Website pending - 2808
Hyperparameter Search
Automated process to find optimal model configuration parameters
Website pending - 2809
Warm Starting
Technique initializing new models with existing pre-trained weights to accelerate convergence.
Website pending - 2810
Sequence-to-Sequence (Seq2Seq)
Task paradigm converting one sequence to another, e.g., machine translation, summarization
Website pending - 2811
Pre-trained Checkpoint
Saved parameter states after large-scale training, used for fine-tuning or initialization
Website pending - 2812
Weight Conversion
Converting pre-trained model parameter formats into structures recognizable by the target framework
Website pending - 2813
Model Porting
The technical process of migrating a model from one framework or codebase to another for compatibility with new environments
Website pending - 2814
Checkpoint Conversion
The process of converting model weight files from one framework format to another compatible format
Website pending - 2815
Production Deployment
The process of integrating ML models into live business systems to provide continuous services
Website pending - 2816
Eager Execution
A programming mode in TensorFlow that executes operations immediately and returns results.
Website pending - 2817
TensorFlow Serving
An open-source system for deploying machine learning models efficiently in production environments.
Website pending - 2818
Hyperparameter Tuning
The process of manually or automatically searching for optimal model configuration parameters
Website pending - 2819
Trainer
A pre-packaged utility class from Hugging Face for managing model training loops.
Website pending - 2820
XLA
Google's machine learning compiler that optimizes computation graphs for performance.
Website pending - 2821
Neural Network
Computational models inspired by biological nervous systems, used for pattern recognition and prediction
Website pending - 2822
Trial-and-Error
A method of finding optimal solutions by repeatedly trying different parameters or structures
Website pending - 2823
Low-Rank Approximation
Using low-dimensional matrices to approximate high-dimensional attention matrices to save memory.
Website pending - 2824
Self-supervised Learning
Training using labels generated from unlabeled data structure
Website pending - 2825
Time Complexity
The trend of algorithm runtime growth relative to input size, e.g., O(n²).
Website pending - 2826
Block Sparse Attention
A sparsification technique dividing the attention matrix into blocks and retaining only specific non-zero blocks.
Website pending - 2827
AMX
An Intel processor instruction set designed to accelerate deep learning matrix operations.
Website pending - 2828
Dynamic Batching
A technique that groups requests into batches based on arrival time and length to improve throughput.
Website pending - 2829
Zero-shot Classification
Ability to classify new categories without specific training data for those classes
Website pending - 2830
Inference Deployment
The process of packaging trained models as services to handle real-time data requests
Website pending - 2831
Deep Learning Container
Standardized Docker images pre-installed with deep learning frameworks and dependencies.
Website pending - 2832
Heterogeneous Hardware
A mixed system composed of computing devices with different performances and architectures.
Website pending - 2833
Pruning
Removing insignificant connections or neurons from neural networks to simplify model structure
Website pending - 2834
SQuAD
Stanford Question Answering Dataset, commonly used to evaluate machine reading comprehension
Website pending - 2835
Intelligence Processing Unit (IPU)
A processor architecture designed by Graphcore specifically for machine learning workloads
Website pending - 2836
Web Demo
A web interactive interface for visually demonstrating AI model input-output effects
Website pending - 2837
Spaces
A cloud platform for deploying and sharing machine learning demo applications.
Website pending - 2838
CLIP
A model architecture that aligns cross-modal semantics through contrastive learning on large-scale image-text pairs
Website pending - 2839
Machine Learning as Code
Treating ML workflows as software engineering, emphasizing version control and automation
Website pending - 2840
Generative Language Model
Neural networks capable of predicting and generating text sequences based on context.
Website pending