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Episode 25: Fully Reproducible ML & AI Workflows

Vanishing Gradients

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Proof of Concept vs. Market-Ready Software

Tools like Colab facilitate initial testing and concept validation without the hassle of server management, making them beneficial for prototyping. However, they fall short when it comes to productionizing software. Transitioning from a proof of concept to a scalable market-ready product involves challenges that many in the academic community struggle with due to limited experience in shipping software. Thus, while such tools are useful for demonstration purposes, they cannot be relied upon for developing fully functional, deployable solutions.

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