1min snip

Vanishing Gradients cover image

Episode 25: Fully Reproducible ML & AI Workflows

Vanishing Gradients

NOTE

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.

00:00

Get the Snipd
podcast app

Unlock the knowledge in podcasts with the podcast player of the future.
App store bannerPlay store banner

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode

Save any
moment

Hear something you like? Tap your headphones to save it with AI-generated key takeaways

Share
& Export

Send highlights to Twitter, WhatsApp or export them to Notion, Readwise & more

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode