EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4604 records · 79/116
- 3121
Self-Attention
Mechanism allowing parallel processing and focusing on relationships between parts
Website pending - 3122
Positional Encoding
Vector representation method injecting sequence order info into Transformers
Website pending - 3123
Multi-Agent Debate
A technique where multiple AI agents improve answer quality by questioning and arguing with each other.
Website pending - 3124
Data Labeling
The process of adding tags or annotations to raw data for supervised learning purposes.
Website pending - 3125
Named Entity Recognition (NER)
A technique that identifies and classifies named entities like persons, locations, and organizations in text.
Website pending - 3126
Pretrained Weights
The set of parameters obtained after training a model on large-scale datasets, used for fine-tuning downstream tasks
Website pending - 3127
SigLIP
An improved visual encoding architecture based on sigmoid loss function, derived from CLIP
Website pending - 3128
Model Sharding
Distributing large model parameters across multiple device memories to support training or inference.
Website pending - 3129
JAX
A Python library for high-performance numerical computing and machine learning.
Website pending - 3130
LLM-as-a-Judge
Method using large language models to evaluate the quality of generated outputs.
Website pending - 3131
Decoder-only
A model architecture using only the Transformer decoder stack for autoregressive generation.
Website pending - 3132
Flash Attention
An algorithm that accelerates attention computation and reduces memory usage by optimizing memory access patterns.
Website pending - 3133
SwiGLU
An efficient feed-forward network structure combining Swish activation with Gated Linear Units.
Website pending - 3134
RoPE
A method that incorporates absolute position information into relative positions within attention mechanisms.
Website pending - 3135
Inference Efficiency
Performance of a model in terms of computation speed and resource consumption during output generation
Website pending - 3136
State Space Model (SSM)
An efficient architecture for sequence modeling characterized by linear complexity
Website pending - 3137
Logits
Unnormalized raw scores from the output layer, converted to probabilities via Softmax
Website pending - 3138
Nucleus Sampling
Random sampling from a candidate set whose cumulative probability exceeds a threshold
Website pending - 3139
Greedy Search
Decoding strategy selecting the highest probability token at each step, prone to repetition
Website pending - 3140
Memory Visualization
Graphical representation of GPU memory allocation, deallocation, and fragmentation
Website pending - 3141
CUDA OOM
Runtime error caused by insufficient GPU memory during deep learning training
Website pending - 3142
Multi-task Learning
Training a single model to optimize multiple related tasks simultaneously to improve generalization.
Website pending - 3143
Static Embeddings
Pre-computed word vector representations that do not require dynamic generation at runtime.
Website pending - 3144
torch.compile
Just-in-time compilation technology in PyTorch 2.0 for optimizing computational graph performance.
Website pending - 3145
Open Neural Network Exchange
An open standard format for representing deep learning models, enabling cross-platform deployment
Website pending - 3146
Inference Infrastructure
Hardware and software systems supporting LLM execution, request handling, and result return
Website pending - 3147
Reasoning Enhancement
Improving logical deduction and problem-solving by increasing compute resources or optimizing algorithms
Website pending - 3148
Action Tokenization
Technique converting continuous robot control signals into discrete sequences for Transformer processing.
Website pending - 3149
Open Source Reproduction
Retraining on public code and data to validate or mimic the performance of specific closed-source models.
Website pending - 3150
Encoder Model
Neural network architecture primarily used to understand input text and generate vector representations, common in classification and retrieval tasks.
Website pending - 3151
Deduplication
A process of identifying and eliminating duplicate data to save storage space.
Website pending - 3152
Symbolic Computation Verification
Technology checking mathematical answer equivalence using algebraic rules rather than numerical approximation
Website pending - 3153
Video Understanding
The technical field where computers automatically parse semantic content and actions within videos.
Website pending - 3154
Dense Features
Feature maps retaining spatial resolution, commonly used for segmentation, detection, and other pixel-level prediction tasks.
Website pending - 3155
Sigmoid Loss
A contrastive learning loss function that computes positive/negative probabilities independently for each pair rather than using global softmax.
Website pending - 3156
Vision-Language Encoder
A neural network module that maps images and text into a shared vector space for alignment computation.
Website pending - 3157
Offloading
Moving model weights to CPU memory to save GPU VRAM
Website pending - 3158
Latent Diffusion Model
Diffusion models that perform denoising in a compressed latent space
Website pending - 3159
Agent Tracing
Recording the complete intermediate steps and state changes from input reception to output generation
Website pending - 3160
Software Supply Chain Security
Protecting all stages of software development, distribution, and usage from tampering or attacks.
Website pending