Results for "demonstration-based"

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183 results

Graph Convolution Intermediate

Extension of convolution to graph domains using adjacency structure.

Model Architectures
Image Classification Intermediate

Assigning category labels to images.

Computer Vision
Graph Attention Network Intermediate

GNN using attention to weight neighbor contributions dynamically.

Model Architectures
Instance Segmentation Intermediate

Pixel-level separation of individual object instances.

Computer Vision
CLIP Intermediate

Joint vision-language model aligning images and text.

Computer Vision
Optical Flow Intermediate

Pixel motion estimation between frames.

Computer Vision
Forecasting Intermediate

Predicting future values from past observations.

Time Series
Seasonality Intermediate

Repeating temporal patterns.

Time Series
Kalman Filter Intermediate

Optimal estimator for linear dynamic systems.

Time Series
Blue-Green Deployment Intermediate

Maintaining two environments for instant rollback.

MLOps & Infrastructure
Feedback Loop Intermediate

Using production outcomes to improve models.

MLOps & Infrastructure
Autonomous Agent Advanced

System that independently pursues goals over time.

Agents & Autonomy
ReAct Pattern Advanced

Interleaving reasoning and tool use.

Agents & Autonomy
Deliberative Agent Advanced

Agent reasoning about future outcomes.

Agents & Autonomy
Central Limit Theorem Advanced

Sum of independent variables converges to normal distribution.

Probability & Statistics
Posterior Distribution Advanced

Updated belief after observing data.

Probability & Statistics
Prior Distribution Advanced

Belief before observing data.

Probability & Statistics
Stochastic Approximation Intermediate

Optimization under uncertainty.

Foundations & Theory
Few-Shot Prompting Intro

Multiple examples included in prompt.

Prompting & Instructions
Role Prompting Intro

Assigning a role or identity to the model.

Prompting & Instructions
Constraint Prompting Intro

Explicit output constraints (format, tone).

Prompting & Instructions
Reflection Prompting Intro

Asking model to review and improve output.

Prompting & Instructions
Scratchpad Intro

Temporary reasoning space (often hidden).

Prompting & Instructions
Exposure Bias Intermediate

Differences between training and inference conditions.

Model Failure Modes
Spurious Correlation Intermediate

Model relies on irrelevant signals.

Model Failure Modes
Overconfidence Intermediate

Probabilities do not reflect true correctness.

Model Failure Modes
EU AI Act Intermediate

European regulation classifying AI systems by risk.

Governance & Ethics
High-Risk AI System Intermediate

AI used in sensitive domains requiring compliance.

Governance & Ethics
Risk Register Intermediate

Central log of AI-related risks.

Governance & Ethics
Cost Attribution Intermediate

Assigning AI costs to business units.

AI Economics & Strategy

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