DeveloperWeek Management 2024 + AI DevSummit 2024 (+ DW Europe/LATAM 2024)

Jacob Marks, Voxel51, Senior ML Engineer and Researcher

Data is the beating heart of machine learning. Whether you’re pioneering new model architectures or trying to unlock value creation opportunities in industry, making the most of the data at your disposal is an absolute necessity. So how do you leverage the 80%+ of today’s data that is unstructured?

In this workshop, you will learn how to analyze, glean insights from, and bring structure to unstructured visual datasets using the open source FiftyOne toolkit and OpenAI’s CLIP vision-language model. We’ll cover:
• Filtering, querying, and visualizing image and video datasets
• Indexing your data with vector embeddings
• Semantically searching your data using natural language
• Identifying structure in your dataset with dimensionality reduction

By the end of this workshop, you will have the tools you need to deeply understand your data, and leverage that knowledge to build better AI applications.