Evaluating the trained model! We will introduce a case where performance was analyzed through quantitative and qualitative methods, and issues were identified!
As an issue, it has been pointed out that "the number of driving accidents involving elderly people is increasing, and in order to mandate automatic braking, it is necessary to enhance the overall recognition accuracy of signals, vehicles, signs, road surfaces, and pedestrians." In response, our company has carried out tasks such as data organization, preprocessing, model construction, model performance analysis, examination of learning methods, and examination of recognition algorithms. While consulting with client representatives on multiple themes during the above processes, we improved the model. 【Case Overview】 ■ Issue - The number of driving accidents involving elderly people is increasing, and in order to mandate automatic braking, it is necessary to enhance the overall recognition accuracy of signals, vehicles, signs, road surfaces, and pedestrians. ■ Work Content - Data organization, preprocessing, model construction, model performance analysis, examination of learning methods, examination of recognition algorithms. - Improved the model while consulting with client representatives on multiple themes during the above processes. *For more details, please refer to the PDF document or feel free to contact us.
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【Case Overview】 ■Procedure - Data preparation - Data cleansing - Model building - Performance analysis - Documentation and reporting ■Deliverables - Created data - Trained model - Source code pull request - Analysis script (Python) - Various tools - Report summarizing analysis results ■Man-hours - 6 person-months, Duration: Ongoing *For more details, please refer to the PDF document or feel free to contact us.
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For more details, please refer to the PDF document or feel free to contact us.
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【Company Introduction】 TechnoPro Design Co., Ltd. is a core company within the TechnoPro Group, the largest technical staffing service segment in Japan, boasting over 7,000 technical employees. We provide professional services such as engineering, contracting, and technical consulting, primarily in the manufacturing industry, focusing on technical areas such as AI/data science, control systems, mechanical design, and hardware and software development. We help our clients, including information industries, public and private research institutions, and university laboratories, solve a wide range of challenges they face. 【Provided Solutions】 ■ AI and Data Science ■ Cloud Services ■ Cybersecurity ■ Mechanical System Design ■ 5G/6G Networks