# Johannes Otterbach โ€” Unlocking ML for Traditional Companies Page: https://stenobird.com/podcast/gradient-dissent/johannes-otterbach-unlocking-ml-for-traditional-companies Text version: https://stenobird.com/podcast/gradient-dissent/johannes-otterbach-unlocking-ml-for-traditional-companies.md Podcast: [Gradient Dissent: Conversations on AI](https://stenobird.com/podcast/gradient-dissent) Published: 2022-05-12T12:00:00+00:00 Episode link: https://wandb.ai/site/resources/podcast Audio file: https://podcasts.captivate.fm/media/e5aa451c-49fe-4092-8610-c3ed37bee6ce/GD-Johannes-V1.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/gradient-dissent/episodes/johannes-otterbach-unlocking-ml-for-traditional-companies Duration seconds: 2690 ## Resource Johannes Otterbach is VP of Machine Learning Research at Merantix Momentum, an ML consulting studio that helps their clients build AI solutions. Johannes and Lukas talk about Johannes' background in physics and applications of ML to quantum computing, why Merantix is investing in creating a cloud-agnostic tech stack, and the unique challenges of developing and deploying models for different customers. They also discuss some of Johannes' articles on the impact of NLP models and the future of AI regulations. Show notes (transcript and links): http://wandb.me/gd-johannes-otterbach --- โณ Timestamps: 0:00 Intro 1:04 Quantum computing and ML applications 9:21 Merantix, Ventures, and ML consulting 19:09 Building a cloud-agnostic tech stack 24:40 The open source tooling ecosystem 30:28 Handing off models to customers 31:42 The impact of NLP models on the real world 35:40 Thoughts on AI and regulation 40:10 Statistical physics and optimization problems 42:50 The challenges of getting high-quality data 44:30 Outro --- Connect with Johannes: ๐Ÿ“ LinkedIn: https://twitter.com/jsotterbach ๐Ÿ“ Personal website: http://jotterbach.github.io/ ๐Ÿ“ Careers at Merantix Momentum: https://merantix-momentum.com/about#jobs --- ๐Ÿ’ฌ Host: Lukas Biewald ๐Ÿ“น Producers: Cayla Sharp, Angelica Pan, Sanyam Bhutani, Lavanya Shukla --- Subscribe and listen to our podcast today! ๐Ÿ‘‰ Apple Podcasts: http://wandb.me/apple-podcastsโ€‹โ€‹ ๐Ÿ‘‰ Google Podcasts: http://wandb.me/google-podcastsโ€‹ ๐Ÿ‘‰ Spotify: http://wandb.me/spotifyโ€‹ ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/gradient-dissent/episodes/johannes-otterbach-unlocking-ml-for-traditional-companies/transcription-requests` โ€” Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/gradient-dissent/johannes-otterbach-unlocking-ml-for-traditional-companies.md` โ€” Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.