# Jehan Wickramasuriya โ€” AI in High-Stress Scenarios Page: https://stenobird.com/podcast/gradient-dissent/jehan-wickramasuriya-ai-in-high-stress-scenarios Text version: https://stenobird.com/podcast/gradient-dissent/jehan-wickramasuriya-ai-in-high-stress-scenarios.md Podcast: [Gradient Dissent: Conversations on AI](https://stenobird.com/podcast/gradient-dissent) Published: 2022-10-06T12:15:00+00:00 Episode link: https://wandb.ai/site/resources/podcast Audio file: https://podcasts.captivate.fm/media/26b58c77-f021-450f-aef5-cb9d863b20a7/GD-Jehan-Wickramasuriya-20v2-20audio.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/gradient-dissent/episodes/jehan-wickramasuriya-ai-in-high-stress-scenarios Duration seconds: 3602 ## Resource 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 Solutions uses AI to simplify data streams to help maximize human potential in high-stress situations. He also shares his thoughts on augmenting synthetic data with real data and the challenges posed in partnering with startups. Show notes (transcript and links): http://wandb.me/gd-jehan-wickramasuriya - โณ Timestamps: 00:00 Intro 00:42 How AI fits into the safety/security industry 09:33 Event matching and object detection 14:47 Running models on the right hardware 17:46 Scaling model evaluation 23:58 Monitoring and evaluation challenges 26:30 Identifying and sorting issues 30:27 Bridging vision and language domains 39:25 Challenges and promises of natural language technology 41:35 Production environment 43:15 Using synthetic data 49:59 Working with startups 53:55 Multi-task learning, meta-learning, and user experience 56:44 Optimization and testing across multiple platforms 59:36 Outro - Connect with Jehan and Motorola Solutions: ๐Ÿ“ Jehan on LinkedIn: https://www.linkedin.com/in/jehanw/ ๐Ÿ“ Jehan on Twitter: https://twitter.com/jehan/ ๐Ÿ“ Motorola Solutions on Twitter: https://twitter.com/MotoSolutions/ ๐Ÿ“ Careers at Motorola Solutions: https://www.motorolasolutions.com/en_us/about/careers.html - ๐Ÿ’ฌ Host: Lukas Biewald ๐Ÿ“น Producers: Riley Fields, Cayla Sharp, Angelica Pan, 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/jehan-wickramasuriya-ai-in-high-stress-scenarios/transcription-requests` โ€” Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/gradient-dissent/jehan-wickramasuriya-ai-in-high-stress-scenarios.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.