Spence Green — Enterprise-scale Machine Translation

Spence Green — Enterprise-scale Machine Translation

Spence shares his experience creating a product around human-in-the-loop machine translation, and explains how machine translation has evolved over the years.

---


Spence Green is co-founder and CEO of Lilt, an AI-powered language translation platform. Lilt combines human translators and machine translation in order to produce high-quality translations more efficiently.


---


🌟 Show notes:

- http://wandb.me/gd-spence-green

- Transcription of the episode

- Links to papers, projects, and people


⏳ Timestamps:

0:00 Sneak peak, intro

0:45 The story behind Lilt

3:08 Statistical MT vs neural MT

6:30 Domain adaptation and personalized models

8:00 The emergence of neural MT and development of Lilt

13:09 What success looks like for Lilt

18:20 Models that self-correct for gender bias

19:39 How Lilt runs its models in production

26:33 How far can MT go?

29:55 Why Lilt cares about human-computer interaction

35:04 Bilingual grammatical error correction

37:18 Human parity in MT

39:41 The unexpected challenges of prototype to production



---


Get our podcast on these platforms:

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

👉 Spotify: http://wandb.me/spotify​

👉 Google Podcasts: http://wandb.me/google-podcasts​​

👉 YouTube: http://wandb.me/youtube​​

👉 Soundcloud: http://wandb.me/soundcloud​


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

http://wandb.me/slack​​


Check out Fully Connected, which features curated machine learning reports by researchers exploring deep learning techniques, Kagglers showcasing winning models, industry leaders sharing best practices, and more:

https://wandb.ai/fully-connected

Episoder(136)

Jensen Huang — NVIDIA’s CEO on the Next Generation of AI and MLOps

Jensen Huang — NVIDIA’s CEO on the Next Generation of AI and MLOps

Jensen Huang is founder and CEO of NVIDIA, whose GPUs sit at the heart of the majority of machine learning models today.Jensen shares the story behind NVIDIA's expansion from gaming to deep learning a...

3 Mar 202248min

Peter & Boris — Fine-tuning OpenAI's GPT-3

Peter & Boris — Fine-tuning OpenAI's GPT-3

Peter Welinder is VP of Product & Partnerships at OpenAI, where he runs product and commercialization efforts of GPT-3, Codex, GitHub Copilot, and more. Boris Dayma is Machine Learning Engineer at Wei...

10 Feb 202243min

Ion Stoica — Spark, Ray, and Enterprise Open Source

Ion Stoica — Spark, Ray, and Enterprise Open Source

Ion Stoica is co-creator of the distributed computing frameworks Spark and Ray, and co-founder and Executive Chairman of Databricks and Anyscale. He is also a Professor of computer science at UC Berke...

20 Jan 202253min

Stephan Fabel — Efficient Supercomputing with NVIDIA's Base Command Platform

Stephan Fabel — Efficient Supercomputing with NVIDIA's Base Command Platform

Stephan Fabel is Senior Director of Infrastructure Systems & Software at NVIDIA, where he works on Base Command, a software platform to coordinate access to NVIDIA's DGX SuperPOD infrastructure.Lukas ...

6 Jan 202252min

Chris Padwick — Smart Machines for More Sustainable Farming

Chris Padwick — Smart Machines for More Sustainable Farming

Chris Padwick is Director of Computer Vision Machine Learning at Blue River Technology, a subsidiary of John Deere. Their core product, See & Spray, is a weeding robot that identifies crops and weeds ...

23 Des 20211h

Kathryn Hume — Financial Models, ML, and 17th-Century Philosophy

Kathryn Hume — Financial Models, ML, and 17th-Century Philosophy

Kathryn Hume is Vice President Digital Investments Technology at the Royal Bank of Canada (RBC). At the time of recording, she was Interim Head of Borealis AI, RBC's research institute for machine lea...

16 Des 202152min

Sean & Greg — Biology and ML for Drug Discovery

Sean & Greg — Biology and ML for Drug Discovery

Sean McClain is the founder and CEO, and Gregory Hannum is the VP of AI Research at Absci, a biotech company that's using deep learning to expedite drug discovery and development.Lukas, Sean, and Greg...

2 Des 202155min

Chris, Shawn, and Lukas — The Weights & Biases Journey

Chris, Shawn, and Lukas — The Weights & Biases Journey

You might know him as the host of Gradient Dissent, but Lukas is also the CEO of Weights & Biases, a developer-first ML tools platform!In this special episode, the three W&B co-founders — Chris (CVP),...

5 Nov 202149min

Populært innen Business og økonomi

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