Vanishing Gradients

Episode 25: Fully Reproducible ML & AI Workflows


Listen Later

Hugo speaks with Omoju Miller, a machine learning guru and founder and CEO of Fimio, where she is building 21st century dev tooling. In the past, she was Technical Advisor to the CEO at GitHub, spent time co-leading non-profit investment in Computer Science Education for Google, and served as a volunteer advisor to the Obama administration’s White House Presidential Innovation Fellows.
We need open tools, open data, provenance, and the ability to build fully reproducible, transparent machine learning workflows. With the advent of closed-source, vendor-based APIs and compute becoming a form of gate-keeping, developer tools are at the risk of becoming commoditized and developers becoming consumers.
We’ll talk about how ideas for escaping these burgeoning walled gardens. We’ll dive into
What fully reproducible ML workflows would look like, including git for the workflow build process,
The need for loosely coupled and composable tools that embrace a UNIX-like philosophy,
What a much more scientific toolchain would look like,
What a future open sources commons for Generative AI could look like,
What an open compute ecosystem could look like,
How to create LLMs and tooling so everyone can use them to build production-ready apps,
And much more!
LINKS
The livestream on YouTube (https://www.youtube.com/live/n81PWNsHSMk?si=pgX2hH5xADATdJMu)
Omoju on Twitter (https://twitter.com/omojumiller)
Hugo on Twitter (https://twitter.com/hugobowne)
Vanishing Gradients on Twitter (https://twitter.com/vanishingdata)
Lu.ma Calendar that includes details of Hugo's European Tour for Outerbounds (https://lu.ma/Outerbounds)
Blog post that includes details of Hugo's European Tour for Outerbounds (https://outerbounds.com/blog/ob-on-the-road-2024-h1/)

This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit hugobowne.substack.com
...more
View all episodesView all episodes
Download on the App Store

Vanishing GradientsBy Hugo Bowne-Anderson

  • 5
  • 5
  • 5
  • 5
  • 5

5

11 ratings


More shows like Vanishing Gradients

View all
The Twenty Minute VC (20VC): Venture Capital | Startup Funding | The Pitch by Harry Stebbings

The Twenty Minute VC (20VC): Venture Capital | Startup Funding | The Pitch

538 Listeners

Making Sense with Sam Harris by Sam Harris

Making Sense with Sam Harris

26,332 Listeners

The a16z Show by Andreessen Horowitz

The a16z Show

1,087 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

302 Listeners

Founders by David Senra

Founders

2,169 Listeners

The Prof G Pod with Scott Galloway by Vox Media Podcast Network

The Prof G Pod with Scott Galloway

5,545 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

95 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

511 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

131 Listeners

AI + a16z by a16z

AI + a16z

35 Listeners

Prof G Markets by Vox Media Podcast Network

Prof G Markets

1,430 Listeners

Lightcone Podcast by Y Combinator

Lightcone Podcast

21 Listeners

Training Data by Sequoia Capital

Training Data

39 Listeners

High Signal: Data Science | Career | AI by Delphina

High Signal: Data Science | Career | AI

19 Listeners

Cheeky Pint by Stripe

Cheeky Pint

48 Listeners