Feature selection and cost reduction in machine learning through black box optimization.
Improving accuracy! Recommended for those interested in black box optimization.
In this seminar, we introduced an overview of combinatorial optimization problems and the quantum annealing Ising machine, a specialized machine for solving these problems. We presented an overview of black-box optimization utilizing the quantum annealing Ising machine, which has been attracting attention from various fields. This content is recommended for those who want to learn about the use cases and applications of the quantum annealing Ising machine, as well as for those interested in reducing the learning and inference costs of machine learning and improving model performance. 【Lecture Content (Partial)】 ■ Introduction to the company and the quantum computing cloud "Fixstars Amplify" ■ Overview of black-box optimization ■ Workshop on black-box optimization using Fixstars Amplify ■ Introduction of other case studies and future learning approaches ■ Q&A *Materials from past seminars can be downloaded from the related links.
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【Target Audience】 ■ Those who want to learn about use cases and applications of quantum annealing and Ising machines ■ Those interested in black-box optimization ■ Those interested in reducing the learning and inference costs of machine learning and improving model performance * Seminar materials from past events can be downloaded from the related links.
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You can download the seminar materials from past events via the related link.
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With over 700 companies and organizations utilizing it, and more than 50 million cumulative executions, our optimization computing cloud service powered by cutting-edge quantum technology and other advanced computing methods supports the optimization and automation of our customers' operations. The optimization computing cloud service "Fixstars Amplify" is used in on-site management planning tasks such as production planning, shift scheduling, vehicle dispatch planning, and delivery planning. It can also be utilized for optimizing shelf layouts in automated warehouses and for automatic control of AGVs as a digital twin. In research and development, its use is expanding in areas such as materials informatics and optimization of design parameters. With the world's best service for solving social issues, the highest precision and efficiency, and the most user-friendly optimization computing cloud service, along with comprehensive support from excellent optimization consultants, we provide total support for the optimization of various operations in the manufacturing industry. 【Usage Applications】 Production planning, shift planning, equipment investment optimization, optimal routing for AGVs, shelf layout optimization in automated warehouses, vehicle dispatch planning, delivery planning, design parameter optimization, materials informatics, etc.
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