04-18, 14:45–15:30 (Europe/Berlin), B07-B08
Are you ready to take your Computer Vision projects to the next level? Then don't miss this talk!
Data visualization is a crucial ingredient for the success of any computer vision project.
It allows you to assess the quality of your data, grasp the intricacies of your project, and communicate effectively with stakeholders.
In this talk, we'll showcase the power of data visualization with compelling examples. You'll learn about the benefits of data visualization and discover practical methods and tools to elevate your projects.
Don't let this opportunity pass you by: join us and learn how to make data visualization a core feature of your Computer Vision projects.
This talk is suitable for computer vision professionals and enthusiasts who want to learn about best practices for visualizing and exploring datasets and how to apply them to their projects. It will provide a valuable foundation for building better machine learning models and producing high-quality results. Data scientists from other domains may also find eye-opening information and ideas.
We will explore examples of data issues in various computer vision datasets and tasks, such as object detection, few-shot learning, and visual question answering. We will then examine tools and strategies for inspecting datasets and the results of models, including FiftyOne, KnowYourData, and Streamlit. By the end of the talk, attendees will have a deeper understanding of the importance of visualizing and exploring computer vision datasets and be equipped with the knowledge and skills to apply these techniques in their own projects
Visualizing your #ComputerVision data is not a luxury, it's a necessity: without it, your models are blind and so do you! Learn how to elevate your projects and #datasets with #DatasetVisualization.
Expected audience expertise: Domain –Intermediate
Expected audience expertise: Python –Intermediate
Arnault Chazareix is a data scientist and engineering manager who has worked in the field of data science for more than 5 years. He has specialized in computer vision and natural language processing projects, and is passionate about working with unstructured data such as text and images. In addition to his professional work, Arnault is also passionate about Brazilian jiu-jitsu.
For the past 5 years, Arnault has been working at Sicara, a French start-up that helps customers build custom data solutions using data engineering and data science. Prior to working at Sicara, Arnault worked for Feedly, a Silicon Valley start-up that develops a news aggregation and curation software as a service (SaaS).