The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

Data, Systems and ML for Visual Understanding with Cody Coleman - #660

Dec 14, 2023
38:27
Snipd AI
Cody Coleman, co-founder and CEO of Coactive AI, explains how they leverage modern data, systems, and machine learning techniques for their multimodal asset platform and visual search tools. They discuss techniques like active learning and core set selection, and how they drive efficiency throughout the machine learning lifecycle. Cody also shares how Coactive uses multimodal embeddings for visual search and the infrastructure optimizations they've implemented to scale their systems. They conclude with advice for entrepreneurs and engineers in generative AI technologies.
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Podcast summary created with Snipd AI

Quick takeaways

  • Coactive AI leverages embeddings to simplify and accelerate machine learning development, enabling a more agile and iterative approach.
  • The partnership with Amazon Web Services provides support in scalability, security, and go-to-market strategies, contributing to the success of Coactive AI.

Deep dives

Coactive AI: Simplifying and Scaling Multimodal AI

Coactive AI is a multimodal asset platform that simplifies and scales the process of searching and analyzing content. It enables a shift from a waterfall approach to a more agile approach in machine learning development by leveraging embeddings as a cash for computation. It addresses the challenges of scaling with the massive amount of unstructured data by providing a system that can handle data oceans instead of just data lakes. Security, model agnosticism, and cloud agnosticism are key considerations for enterprises, and Coactive AI offers solutions in all these areas. The platform enables companies to future-proof themselves by being adaptable to evolving AI models and being able to read data from various sources. The partnership with Amazon Web Services has been instrumental in the success of Coactive AI, providing support in several areas including scalability, security, and go-to-market strategies.

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