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

Jaksot(134)

Matthew Davis — Bringing Genetic Insights to Everyone

Matthew Davis — Bringing Genetic Insights to Everyone

Matthew explains how combining machine learning and computational biology can provide mainstream medicine with better diagnostics and insights. --- Matthew Davis is Head of AI at Invitae, the larges...

17 Kesä 202143min

Clément Delangue — The Power of the Open Source Community

Clément Delangue — The Power of the Open Source Community

Clem explains the virtuous cycles behind the creation and success of Hugging Face, and shares his thoughts on where NLP is heading. --- Clément Delangue is co-founder and CEO of Hugging Face, the AI...

10 Kesä 202146min

Wojciech Zaremba — What Could Make AI Conscious?

Wojciech Zaremba — What Could Make AI Conscious?

Wojciech joins us to talk the principles behind OpenAI, the Fermi Paradox, and the future stages of developments in AGI. --- Wojciech Zaremba is a co-founder of OpenAI, a research company dedicated ...

3 Kesä 202144min

Phil Brown — How IPUs are Advancing Machine Intelligence

Phil Brown — How IPUs are Advancing Machine Intelligence

Phil shares some of the approaches, like sparsity and low precision, behind the breakthrough performance of Graphcore's Intelligence Processing Units (IPUs). --- Phil Brown leads the Applications te...

27 Touko 202157min

Alyssa Simpson Rochwerger — Responsible ML in the Real World

Alyssa Simpson Rochwerger — Responsible ML in the Real World

From working on COVID-19 vaccine rollout to writing a book on responsible ML, Alyssa shares her thoughts on meaningful projects and the importance of teamwork. --- Alyssa Simpson Rochwerger is as a ...

20 Touko 202145min

Sean Taylor — Business Decision Problems

Sean Taylor — Business Decision Problems

Sean joins us to chat about ML models and tools at Lyft Rideshare Labs, Python vs R, time series forecasting with Prophet, and election forecasting. --- Sean Taylor is a Data Scientist at (and forme...

13 Touko 202145min

Polly Fordyce — Microfluidic Platforms and Machine Learning

Polly Fordyce — Microfluidic Platforms and Machine Learning

Polly explains how microfluidics allow bioengineering researchers to create high throughput data, and shares her experiences with biology and machine learning. --- Polly Fordyce is an Assistant Pro...

29 Huhti 202145min

Adrien Gaidon — Advancing ML Research in Autonomous Vehicles

Adrien Gaidon — Advancing ML Research in Autonomous Vehicles

Adrien Gaidon shares his approach to building teams and taking state-of-the-art research from conception to production at Toyota Research Institute. --- Adrien Gaidon is the Head of Machine Learning...

22 Huhti 202148min

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