EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
RECORDS
Entity records
3373 records · 47/85
- 1841
Self-Alignment
Technique where a model uses its own generated data for preference optimization or instruction tuning
Website pending - 1842
Speaker Diarization
Technology that distinguishes different speakers in audio
Website pending - 1843
Key-Value Cache
Stores historical key and value vectors from attention layers to accelerate inference
Website pending - 1844
GPU Acceleration
Using parallel processing power of graphics cards to speed up deep learning training and inference
Website pending - 1845
Pretrained Language Model
Model that acquires general language understanding via self-supervised learning on massive unlabeled text
Website pending - 1846
Inference Accelerator
Hardware chips optimized specifically for machine learning inference tasks
Website pending - 1847
Non-Player Character (NPC)
Game characters controlled by the computer rather than players, often serving as narrative or interaction vehicles
Website pending - 1848
Model Arena
A mechanism ranking multiple models' output quality via user blind-test voting.
Website pending - 1849
Model Containerization
Packaging models with dependencies for standardized deployment
Website pending - 1850
FSDP
PyTorch native strategy sharding parameters, gradients, and optimizer states across devices
Website pending - 1851
Data Quality
Metrics assessing accuracy, completeness, consistency, and usability of datasets
Website pending - 1852
Document VQA
A task that combines image and text information to answer questions about document content
Website pending - 1853
Open LLM
Large language models with publicly available weights allowing free modification and use
Website pending - 1854
GAIA Benchmark
A benchmark evaluating general-purpose AI assistants' ability to solve real-world problems.
Website pending - 1855
Protein Language Model
Deep learning models using NLP techniques to predict protein structure and function
Website pending - 1856
Preference Optimization
Training method aligning model outputs with user preferences using human feedback
Website pending - 1857
TGI
A production-grade LLM inference server by Hugging Face designed for efficient deployment.
Website pending - 1858
VQA
Combines computer vision and NLP to answer questions about image content
Website pending - 1859
Multilinguality
The capability to understand and generate text across multiple natural languages
Website pending - 1860
Diffusion Transformer (DiT)
A technique applying Transformer architecture as the backbone of diffusion models
Website pending - 1861
Model Inference
The process of using a trained model to make predictions on new data
Website pending - 1862
Serverless
A cloud computing execution model where the provider dynamically manages allocation of machine resources
Website pending - 1863
Data Augmentation
Technique that generates new samples by transforming original data to improve model generalization
Website pending - 1864
Data Version Control
Technology for tracking and managing datasets similar to how Git manages code.
Website pending - 1865
Model Deployment
The process of integrating trained models into production environments for actual use
Website pending - 1866
Infini-Attention
An attention mechanism achieving linear complexity for long sequences via compressed historical states
Website pending - 1867
Data Packing
Concatenating multiple short sequences into fixed-length long sequences to reduce padding waste
Website pending - 1868
Hugging Face
A community and company hosting open-source models and datasets
Website pending - 1869
Video Encoding
Process of converting raw video into compressed formats
Website pending - 1870
Mixed Precision
Combining different floating-point precisions to optimize memory and speed
Website pending - 1871
Data Deduplication
Technology that identifies and eliminates duplicate copies of data to save storage space
Website pending - 1872
Parquet
A columnar binary file format commonly used for big data storage and analytics
Website pending - 1873
Server CPU
High-core-count, reliable central processing units designed for data centers
Website pending - 1874
Gradient Accumulation
A technique that accumulates gradients over multiple forward/backward passes to simulate larger batch sizes
Website pending - 1875
Keras
A high-level neural networks API written in Python, often used for rapid prototyping
Website pending - 1876
Parser
Program component for validating and transforming text structures, here referring to constrained decoding logic
Website pending - 1877
Structured Generation
Technique constraining LLM outputs to strictly follow specific formats like JSON or regex
Website pending - 1878
WASM
A binary instruction format enabling efficient execution of non-JavaScript code in browsers.
Website pending - 1879
Static Analysis
Method of checking source code or binaries for vulnerabilities without executing them
Website pending - 1880
Model Security
Measures protecting ML models from tampering, reverse engineering, or adversarial attacks
Website pending