Support for development using machine learning.

basic information

At Neorium Technology, we provide technical support for incorporating machine learning into our customers' development processes. Customers may have various challenges, such as "how can the big data collected from experimental validation be utilized in machine learning?" and "what do we need to start machine learning?" In this information, we offer engineering services related to nonlinear control target modeling and image recognition system construction using deep learning. The catalog and videos briefly introduce examples using the Transformer, which is also famous for ChatGPT, as well as examples of image recognition.

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Applications/Examples of results

Development of an image recognition system using deep learning - Developed a system that learns from traffic-related videos using deep learning to distinguish between vehicles, humans, and other objects. Development of a time series prediction model using deep learning - Developed a multi-input multi-output nonlinear dynamic model using deep learning (LSTM model). Hyperparameter optimization of neural networks using machine learning - Applied Bayesian optimization to determine the hyperparameters of neural networks (such as the number of hidden layers and the number of neurons in hidden layers). Additionally, we incorporate machine learning into the development of predictive maintenance algorithms for equipment and support for the development of control target models to meet our customers' needs.