Title: Automated Machine Learning (AutoML) Author: Kriko Published: May 24, 2023 Last modified: Jul 7, 2026 --- 1. [Home](https://kriko.io/) / 2. [Glossary](https://kriko.io/glossary) / 3. A Letter # Automated Machine Learning **(AutoML)** **AutoML**, short for Automated Machine Learning, is an approach used to automate selected stages of the machine learning development process. It can support the preparation, comparison and optimisation of models. Its purpose is to make model development faster, more consistent and more repeatable. AutoML is not a more advanced form of machine learning itself, but a collection of tools and methods that simplify existing machine learning workflows. AutoML tools may automate tasks such as [data](https://kriko.io/services/data-analysis-insight) preparation, feature selection, algorithm comparison and hyperparameter optimisation. The system evaluates different model candidates according to selected performance metrics and highlights suitable options. This reduces the need for users to test every algorithm and parameter combination manually. However, [data](https://kriko.io/services/data-analysis-insight) quality, target definition and metric selection still require professional judgement. The approach can make model development more accessible to users with limited experience in [data](https://kriko.io/services/data-analysis-insight) science or machine learning. Ready-made interfaces and automated workflows reduce part of the technical complexity. Nevertheless, AutoML does not eliminate the need for [data](https://kriko.io/services/data-analysis-insight) science expertise. Model suitability, bias, interpretability and production performance must still be evaluated by qualified professionals. AutoML tests different algorithms and configurations to identify models that perform well according to the selected metric. However, it cannot guarantee the best or completely reliable result in every project. Performance depends on [data](https://kriko.io/services/data-analysis-insight) volume, [data](https://kriko.io/services/data-analysis-insight) quality, problem type and evaluation method. Focusing only on accuracy may also overlook important requirements such as explainability, cost and processing speed. AutoML can be used in software development, finance, marketing, healthcare, manufacturing and [data](https://kriko.io/services/data-analysis-insight) science. Demand forecasting, customer churn analysis, fraud detection and classification are common applications. Automation can reduce the time teams spend on repeated testing and configuration, allowing them to focus more closely on the business problem. When applied correctly,** AutoML workflows** can accelerate model development and make machine learning more accessible. ## Discover it in the dictionary ### Largest Contentful Paint (LCP) Largest Contentful Paint, commonly abbreviated as LCP, is a Core Web Vitals metric that measures how long it takes for the largest visible content… ### Brief A brief is an information and direction document prepared to ensure that a task, project, campaign or creative work is understood correctly and moves… ### Software as a Service Software as a Service, commonly abbreviated as SaaS, is a cloud-based software delivery model in which software is provided to users over the internet… ### URL Rewriting URL rewriting is a technique used to make web addresses more understandable for users, search engines or application architecture. Every web address entered into… ### Encode Encoding is the process of converting information into a specific format or structure so that it can be transmitted, stored or processed by another… ### Tag A tag is a marker used to define, classify or organize a piece of content, object, data point or element. The concept of tagging… ### The Law on the Protection of Personal Data (KVKK) The Law on the Protection of Personal Data, commonly referred to in Turkey as KVKK and regulated under Law No. 6698, is the main… ### R Programming Language R is an open-source programming language and software environment widely used for statistical computing, data analysis and graphics. It was initially developed in the… ### Google Index Google Index is the index system that contains web pages Google has discovered, crawled, processed and evaluated for potential display in search results. For… ## Track the digital heartbeat with Kriko Subscribe to receive curated insights, news, and ideas shaping the digital landscape. By checking this box, you acknowledge and accept our [privacy policy](https://kriko.io/privacy-policy).