Nicolò Giso - Image Recognition for safety on the factory floor | PyData Global 2024 скачать в хорошем качестве

Nicolò Giso - Image Recognition for safety on the factory floor | PyData Global 2024

www.pydata.org Tenova, as an innovative engineering company, collaborates closely with its client-partners to create advanced technologies and services that optimize business operations. This talk discusses the deployment of our image recognition system to identify and mitigate potential hazards on steel plants, specifically focusing on the detection of bulky steel pieces. The system was deployed on-premise using an edge device and an IP camera, supported by Azure IoT Edge and a Flask API for image processing and prediction. A recent migration to a RabbitMQ-based architecture using Pika enhanced scalability and communication. The presentation will cover technical strategies, the challenges (like offline functionality and real-time, low-latency hazard detection) and the positive impact of the system on workplace safety and operational efficiency. PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R. PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases. 00:00 Welcome! 00:10 Help us add time stamps or captions to this video! See the description for details. Want to help add timestamps to our YouTube videos to help with discoverability? Find out more here: https://github.com/numfocus/YouTubeVi...