EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4517 records · 77/113
- 3041
Model Sharding
Distributing large model parameters across multiple device memories to support training or inference.
Website pending - 3042
JAX
A Python library for high-performance numerical computing and machine learning.
Website pending - 3043
LLM-as-a-Judge
Method using large language models to evaluate the quality of generated outputs.
Website pending - 3044
Decoder-only
A model architecture using only the Transformer decoder stack for autoregressive generation.
Website pending - 3045
Flash Attention
An algorithm that accelerates attention computation and reduces memory usage by optimizing memory access patterns.
Website pending - 3046
SwiGLU
An efficient feed-forward network structure combining Swish activation with Gated Linear Units.
Website pending - 3047
RoPE
A method that incorporates absolute position information into relative positions within attention mechanisms.
Website pending - 3048
Inference Efficiency
Performance of a model in terms of computation speed and resource consumption during output generation
Website pending - 3049
State Space Model (SSM)
An efficient architecture for sequence modeling characterized by linear complexity
Website pending - 3050
Logits
Unnormalized raw scores from the output layer, converted to probabilities via Softmax
Website pending - 3051
Nucleus Sampling
Random sampling from a candidate set whose cumulative probability exceeds a threshold
Website pending - 3052
Greedy Search
Decoding strategy selecting the highest probability token at each step, prone to repetition
Website pending - 3053
Memory Visualization
Graphical representation of GPU memory allocation, deallocation, and fragmentation
Website pending - 3054
CUDA OOM
Runtime error caused by insufficient GPU memory during deep learning training
Website pending - 3055
Multi-task Learning
Training a single model to optimize multiple related tasks simultaneously to improve generalization.
Website pending - 3056
Static Embeddings
Pre-computed word vector representations that do not require dynamic generation at runtime.
Website pending - 3057
torch.compile
Just-in-time compilation technology in PyTorch 2.0 for optimizing computational graph performance.
Website pending - 3058
Open Neural Network Exchange
An open standard format for representing deep learning models, enabling cross-platform deployment
Website pending - 3059
Inference Infrastructure
Hardware and software systems supporting LLM execution, request handling, and result return
Website pending - 3060
Reasoning Enhancement
Improving logical deduction and problem-solving by increasing compute resources or optimizing algorithms
Website pending - 3061
Action Tokenization
Technique converting continuous robot control signals into discrete sequences for Transformer processing.
Website pending - 3062
Open Source Reproduction
Retraining on public code and data to validate or mimic the performance of specific closed-source models.
Website pending - 3063
Encoder Model
Neural network architecture primarily used to understand input text and generate vector representations, common in classification and retrieval tasks.
Website pending - 3064
Deduplication
A process of identifying and eliminating duplicate data to save storage space.
Website pending - 3065
Symbolic Computation Verification
Technology checking mathematical answer equivalence using algebraic rules rather than numerical approximation
Website pending - 3066
Video Understanding
The technical field where computers automatically parse semantic content and actions within videos.
Website pending - 3067
Dense Features
Feature maps retaining spatial resolution, commonly used for segmentation, detection, and other pixel-level prediction tasks.
Website pending - 3068
Sigmoid Loss
A contrastive learning loss function that computes positive/negative probabilities independently for each pair rather than using global softmax.
Website pending - 3069
Vision-Language Encoder
A neural network module that maps images and text into a shared vector space for alignment computation.
Website pending - 3070
Offloading
Moving model weights to CPU memory to save GPU VRAM
Website pending - 3071
Latent Diffusion Model
Diffusion models that perform denoising in a compressed latent space
Website pending - 3072
Agent Tracing
Recording the complete intermediate steps and state changes from input reception to output generation
Website pending - 3073
Software Supply Chain Security
Protecting all stages of software development, distribution, and usage from tampering or attacks.
Website pending - 3074
Deserialization
The process of converting byte streams or data formats back into memory objects, often carrying code execution risks.
Website pending - 3075
Distilled Model
A compressed large model via knowledge distillation, retaining some performance but with smaller size
Website pending - 3076
Multimodal Data
Data combining various types of information such as vision, text, and sensor values
Website pending - 3077
End-to-End Learning
A single neural network architecture that maps raw sensor inputs directly to final control outputs
Website pending - 3078
Public Beta
A stage where software is open to the public for testing but not yet officially released.
Website pending - 3079
RCA
Process of identifying the fundamental cause of a fault or problem
Website pending - 3080
RPA
Software technology using fixed rules to simulate human actions for repetitive tasks
Website pending