# Automated Machine Learning

SELA is an innovative system that enhances automated machine learning (AutoML) by integrating Monte Carlo Tree Search (MCTS) with LLM-based agents. Traditional AutoML methods often produce low-diversity and suboptimal code, limiting their effectiveness in model selection and integration. SELA represents pipeline configurations as trees, enabling agents to intelligently explore the solution space and iteratively refine strategies based on experimental feedback.

Dark Pools is a leading artificial intelligence company specializing in automated machine learning. Our intelligent solutions cater to the unique needs of industries worldwide, delivering high-value insights and capabilities to increase revenue, optimize operations, reduce risks, personalize customer experiences, and provide customizable anomaly detection. Dark Pools orchestrates intelligent automation throughout the data science lifecycle, accelerating and enhancing transparency at every step. Through its scalable platform, Dark Pools offers a highly flexible architecture specifically designed to meet your industry-specific business ontology (IBO), ensuring the solution's complexity aligns with your service use cases.

Qlik AutoML is a tool that provides code-free, automated machine learning for analytics teams. It empowers users to quickly generate models, perform predictions, and plan decisions. Users can easily create machine learning experiments, identify key drivers within their data, and train models. It also supports fully interpretable AI, showcasing the reasons and impacts behind predictions. Data can be published or directly integrated into Qlik Sense applications for interactive analysis and simulation.

Amazon SageMaker is a fully managed machine learning service designed to help developers and data scientists rapidly and inexpensively build, train, and deploy high-quality machine learning models. It provides a comprehensive development environment, including a visual interface, Jupyter notebooks, automated machine learning, model training and deployment capabilities. Users can build end-to-end machine learning solutions without managing any infrastructure through SageMaker.

Remyx AI is a code-free, data-free AutoML platform that enables rapid customization of visual models. It offers a user-friendly UI interface and API access, empowering anyone to easily create tailored visual models. With Remyx AI, you can train and download a new model in just a few clicks or lines of code. After customization, you can download the model and use it wherever needed. The model is stored in an open format, facilitating seamless integration into your applications.