Piero Molino — The Secret Behind Building Successful Open Source Projects

Piero Molino — The Secret Behind Building Successful Open Source Projects

Piero shares the story of how Ludwig was created, as well as the ins and outs of how Ludwig works and the future of machine learning with no code.

Piero is a Staff Research Scientist in the Hazy Research group at Stanford University. He is a former founding member of Uber AI, where he created Ludwig, worked on applied projects (COTA, Graph Learning for Uber Eats, Uber’s Dialogue System), and published research on NLP, Dialogue, Visualization, Graph Learning, Reinforcement Learning, and Computer Vision.


Topics covered:

0:00 Sneak peek and intro

1:24 What is Ludwig, at a high level?

4:42 What is Ludwig doing under the hood?

7:11 No-code machine learning and data types

14:15 How Ludwig started

17:33 Model performance and underlying architecture

21:52 On Python in ML

24:44 Defaults and W&B integration

28:26 Perspective on NLP after 10 years in the field

31:49 Most underrated aspect of ML

33:30 Hardest part of deploying ML models in the real world


Learn more about Ludwig: https://ludwig-ai.github.io/ludwig-docs/

Piero's Twitter: https://twitter.com/w4nderlus7

Follow Piero on Linkedin: https://www.linkedin.com/in/pieromolino/?locale=en_US


Get our podcast on these other platforms:

Apple Podcasts: http://wandb.me/apple-podcasts

Spotify: http://wandb.me/spotify

Google: http://wandb.me/google-podcasts

YouTube: http://wandb.me/youtube

Soundcloud: http://wandb.me/soundcloud


Tune in to our bi-weekly virtual salon and listen to industry leaders and researchers in machine learning share their research:

http://wandb.me/salon


Join our community of ML practitioners where we host AMA's, share interesting projects and meet other people working in Deep Learning:

http://wandb.me/slack


Our gallery features curated machine learning reports by researchers exploring deep learning techniques, Kagglers showcasing winning models, and industry leaders sharing best practices:

https://wandb.ai/gallery

Episoder(136)

Dave Selinger — AI and the Next Generation of Security Systems

Dave Selinger — AI and the Next Generation of Security Systems

Learn why traditional home security systems tend to fail and how Dave’s love of tinkering and deep learning are helping him and the team at Deep Sentinel avoid those same pitfalls. He also discusses t...

11 Mar 202156min

Tim & Heinrich — Democraticizing Reinforcement Learning Research

Tim & Heinrich — Democraticizing Reinforcement Learning Research

Since reinforcement learning requires hefty compute resources, it can be tough to keep up without a serious budget of your own. Find out how the team at Facebook AI Research (FAIR) is looking to incre...

4 Mar 202154min

Daphne Koller — Digital Biology and the Next Epoch of Science

Daphne Koller — Digital Biology and the Next Epoch of Science

From teaching at Stanford to co-founding Coursera, insitro, and Engageli, Daphne Koller reflects on the importance of education, giving back, and cross-functional research.Daphne Koller is the founder...

18 Feb 202146min

Rosanne Liu — Conducting Fundamental ML Research as a Nonprofit

Rosanne Liu — Conducting Fundamental ML Research as a Nonprofit

How Rosanne is working to democratize AI research and improve diversity and fairness in the field through starting a non-profit after being a founding member of Uber AI Labs, doing lots of amazing res...

5 Feb 202149min

Sean Gourley — NLP, National Defense, and Establishing Ground Truth

Sean Gourley — NLP, National Defense, and Establishing Ground Truth

In this episode of Gradient Dissent, Primer CEO Sean Gourley and Lukas Biewald sit down to talk about NLP, working with vast amounts of information, and how crucially it relates to national defense. T...

28 Jan 202147min

Peter Wang — Anaconda, Python, and Scientific Computing

Peter Wang — Anaconda, Python, and Scientific Computing

Peter Wang talks about his journey of being the CEO of and co-founding Anaconda, his perspective on the Python programming language, and its use for scientific computing.Peter Wang has been developing...

21 Jan 202150min

Chris Anderson — Robocars, Drones, and WIRED Magazine

Chris Anderson — Robocars, Drones, and WIRED Magazine

Chris shares his journey starting from playing in R.E.M, becoming interested in physics to leading WIRED Magazine for 11 years. His robot fascination lead to starting a company that manufactures drone...

14 Jan 20211h 3min

Populært innen Business og økonomi

stopp-verden
dine-penger-pengeradet
lydartikler-fra-aftenposten
rss-penger-polser-og-politikk
e24-podden
rss-borsmorgen-okonominyhetene
pengesnakk
livet-pa-veien-med-jan-erik-larssen
utbytte
rss-politisk-preik
pengepodden-2
finansredaksjonen
morgenkaffen-med-finansavisen
tid-er-penger-en-podcast-med-peter-warren
stormkast-med-valebrokk-stordalen
rss-markedspuls-2
lederpodden
rss-pa-konto
liberal-halvtime
rss-sunn-okonomi