Скачать или смотреть Advanced Computer Vision Data Curation and Model Evaluation Workshop - April 23, 2025

Are you looking for simpler and more accurate ways to perform common data curation and model evaluation tasks for your computer vision workflows?

Then this workshop with Harpreet Sahota is for you! In this 90 min hands-on workshop, we’ll show you how to make use of FiftyOne’s panel and plugin framework to learn how to:

Customize the FiftyOne App to work the way you want to work
Quickly integrate FiftyOne with new models, datasets, and MLOps tools
Automate common data curation and model evaluation tasks
Streamline your computer vision workflows with less code and more clicks

Whether you are a beginner or advanced user of FiftyOne, looking for how to get started with customizing the dozens of existing plugins or interested in creating your own, there will be something for you in this workshop!

#computervision #ai #artificialintelligence #machinelearning #datascience

Contents of this video --

00:00 - Intro and Session Overview
01:11 - Workshop Structure and Audience Expectations
03:11 - Agenda and Goals of the Plugin Workshop
04:47 - About the Speaker and Company Background
06:52 - What Are FiftyOne Plugins? Core Concepts Explained
08:32 - Plugin Examples: Utils, Evaluation, IO
10:58 - Using the Zoo Plugin for Models and Datasets
12:32 - Dashboard Plugin for Data Visualization
14:00 - Creative and Advanced Plugin Use Cases
16:02 - Plugin Repository and Installation Overview
18:34 - Running Plugins in the App and via SDK
21:00 - Anatomy of a Plugin: Operators and Configuration
26:26 - Writing a Plugin in Python Only
30:00 - Workflow Walkthrough: Using Multiple Plugins
35:00 - Loading and Visualizing Data with IO and Dashboard Plugins
42:00 - Evaluating Data Quality: Blurriness and Brightness
45:00 - Creating Interactive Dashboards
48:00 - Running Inference with MoonDream and Clip
52:00 - Evaluating Model Performance in FiftyOne
54:00 - Plugin Architecture Deep Dive: Code Walkthrough
59:00 - Plugin Structure: Input, Execution, and Logic
01:06:00 - Building Plugins Step by Step
01:12:00 - Compute Areas Plugin: Real-World Example
01:22:00 - Executing a Plugin and Final Recap
01:23:00 - Wrap-Up and Q&A Invitation

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