Category: Model Optimisation Techniques

Echo Suppression

Echo suppression is a technique used in audio and telecommunication systems to reduce or eliminate echoes that can occur during a conversation. Echoes happen when a speaker’s voice is picked up by their own microphone after bouncing back from the other person’s device or the environment. By detecting and minimising these unwanted sounds, echo suppression…

Accuracy Drops

Accuracy drops refer to a noticeable decrease in how well a system or model makes correct predictions or outputs. This can happen suddenly or gradually, and often signals that something has changed in the data, environment, or the way the system is being used. Identifying and understanding accuracy drops is important for maintaining reliable performance…

Model Benchmarks

Model benchmarks are standard tests or sets of tasks used to measure and compare the performance of different machine learning models. These benchmarks provide a common ground for evaluating how well models handle specific challenges, such as recognising images, understanding language, or making predictions. By using the same tests, researchers and developers can objectively assess…

Throughput Analysis

Throughput analysis is the process of measuring how much work or data can pass through a system or process in a specific amount of time. It helps identify the maximum capacity and efficiency of systems, such as computer networks, manufacturing lines, or software applications. By understanding throughput, organisations can spot bottlenecks and make improvements to…

Model Memory

Model memory refers to the way an artificial intelligence model stores and uses information from previous interactions or data. It helps the model remember important details, context, or patterns so it can make better predictions or provide more relevant responses. Model memory can be short-term, like recalling the last few conversation turns, or long-term, like…

Error Rewriting

Error rewriting is the process of changing or transforming error messages produced by a computer program or system. This is usually done to make errors easier to understand, more helpful, or more secure by hiding technical details. Developers use error rewriting to ensure users or other systems receive clear and actionable information when something goes…