Decoding Metadata in AI
Description
Cody Coleman is the cofounder and CEO of Coactive AI, a multimodal AI platform to accelerate metadata generation. They recently raised their $30M Series B co-led by Cherryrock Capital and Emerson Collective along with participation from Greycroft, Andreessen Horowitz, and Bessemer Venture Partners. He has a masters degree from MIT and a PhD from Stanford.
Cody's favorite books:
- The Inner Game of Tennis (Author: W. Timonthy Gallwey)
- Gettine More (Author: Stuart Diamond)
(00:01 ) Introduction: Setting the Stage for Metadata
(00:21 ) What is Metadata? Structure in Unstructured Data
(01:37 ) Metadata in Real-World Visual Data Analysis
(03:01 ) Automating Metadata Generation: Challenges and Approaches
(06:57 ) Introduction to Multimodal AI: What and Why
(11:25 ) Managing Trade-Offs in Multimodal AI Systems
(13:31 ) Labeling Challenges in Multimodal Datasets
(16:23 ) Characteristics of an Ideal Metadata Language
(18:22 ) Linking Metadata Quality to Model Effectiveness
(20:56 ) Measuring Efficiency of Metadata Extraction Engines
(22:55 ) Role of Synthetic Data in Metadata and AI
(25:30 ) Evolution of Data Labeling and Future of Metadata
(27:27 ) Exciting Technological Advancements in AI
(29:29 ) Rapid Fire Round
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