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

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Jerome Pesenti — Large Language Models, PyTorch, and Meta

Jerome Pesenti — Large Language Models, PyTorch, and Meta

Jerome Pesenti is the former VP of AI at Meta, a tech conglomerate that includes Facebook, WhatsApp, and Instagram, and one of the most exciting places where AI research is happening today.Jerome shar...

22 Des 202252min

D. Sculley — Technical Debt, Trade-offs, and Kaggle

D. Sculley — Technical Debt, Trade-offs, and Kaggle

D. Sculley is CEO of Kaggle, the beloved and well-known data science and machine learning community.D. discusses his influential 2015 paper "Machine Learning: The High Interest Credit Card of Technica...

1 Des 20221h

Emad Mostaque — Stable Diffusion, Stability AI, and What’s Next

Emad Mostaque — Stable Diffusion, Stability AI, and What’s Next

Emad Mostaque is CEO and co-founder of Stability AI, a startup and network of decentralized developer communities building open AI tools. Stability AI is the company behind Stable Diffusion, the well-...

15 Nov 20221h 10min

Jehan Wickramasuriya — AI in High-Stress Scenarios

Jehan Wickramasuriya — AI in High-Stress Scenarios

Jehan Wickramasuriya is the Vice President of AI, Platform & Data Services at Motorola Solutions, a global leader in public safety and enterprise security.In this episode, Jehan discusses how Motorola...

6 Okt 20221h

Will Falcon — Making Lightning the Apple of ML

Will Falcon — Making Lightning the Apple of ML

Will Falcon is the CEO and co-founder of Lightning AI, a platform that enables users to quickly build and publish ML models.In this episode, Will explains how Lightning addresses the challenges of a f...

15 Sep 202245min

Aaron Colak — ML and NLP in Experience Management

Aaron Colak — ML and NLP in Experience Management

Aaron Colak is the Leader of Core Machine Learning at Qualtrics, an experiment management company that takes large language models and applies them to real-world, B2B use cases.In this episode, Aaron ...

26 Aug 202250min

Jordan Fisher — Skipping the Line with Autonomous Checkout

Jordan Fisher — Skipping the Line with Autonomous Checkout

Jordan Fisher is the CEO and co-founder of Standard AI, an autonomous checkout company that’s pushing the boundaries of computer vision.In this episode, Jordan discusses “the Wild West” of the MLOps s...

4 Aug 202257min

Drago Anguelov — Robustness, Safety, and Scalability at Waymo

Drago Anguelov — Robustness, Safety, and Scalability at Waymo

Drago Anguelov is a Distinguished Scientist and Head of Research at Waymo, an autonomous driving technology company and subsidiary of Alphabet Inc.We begin by discussing Drago's work on the original I...

14 Jul 20221h 9min

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