Experiment Tracking

Reproducibility

पुनरुत्पादनीयता

The ability to obtain the same results by re-running a model or experiment.

Bayesian Optimization

बेजियन अनुकूलन

An efficient method for tuning hyperparameters by modeling which settings work best.

Caching

क्यासिङ

Storing frequently used results so they can be returned quickly without recomputing.

Data Leakage

डाटा चुहावट

When information from outside the training set sneaks in, giving misleadingly good results.

Logging

लगिङ

Recording events and messages from a running system for debugging and analysis.

Monitoring

अनुगमन

Continuously tracking a deployed system's health, performance, and errors.

Outlier

आउटलायर / असामान्य मान

A data point that differs greatly from the rest and may skew results.

p-value

पी-मान

The probability of seeing results as extreme as observed if the claim were false, by chance.