{"podcast":{"title":"Data Brew by Databricks","slug":"data-brew-by-databricks","podcast_index_feed_id":1319591,"rss_url":"https://rss.buzzsprout.com/1370119.rss","website_url":"https://databricks.com/discover/data-brew","image_url":"https://storage.buzzsprout.com/wph0aakmps8wy3w29yycurfrl331?.jpg","author":"Databricks","episode_count":44,"summary":"Welcome to Data Brew by Databricks with Denny and Brooke! In this series, we explore various topics in the data and AI community and interview subject matter experts in data engineering/data science. So join us with your morning brew in hand and get ready to dive deep into data + AI! For this first season, we will be focusing on lakehouses – combining the key features of data warehouses, such as ACID transactions, with the scalability of data lakes, directly against low-cost object stores.","last_synced_at":null,"page_url":"https://stenobird.com/podcast/data-brew-by-databricks"},"episode":{"title":"Secret to Production AI: Tools & Infrastructure | Data Brew | Episode 37","slug":"secret-to-production-ai-tools-infrastructure-data-brew-episode-37","published_at":"2025-01-22T15:00:00+00:00","page_url":"https://stenobird.com/podcast/data-brew-by-databricks/secret-to-production-ai-tools-infrastructure-data-brew-episode-37","show_page_url":"https://stenobird.com/podcast/data-brew-by-databricks","url":"https://www.buzzsprout.com/1370119/episodes/16397441-secret-to-production-ai-tools-infrastructure-data-brew-episode-37.mp3","audio_url":"https://www.buzzsprout.com/1370119/episodes/16397441-secret-to-production-ai-tools-infrastructure-data-brew-episode-37.mp3","summary":"In this episode, Julia Neagu, CEO & co-founder of Quotient AI, explores the challenges of deploying Generative AI and LLMs, focusing on model evaluation, human-in-the-loop systems, and iterative development. Highlights include: - Merging reinforcement learning and unsupervised learning for real-time AI optimization. - Reducing bias in machine learning with fairness and ethical considerations. - Lessons from large-scale AI deployments on scalability and feedback loops. - Automating workfl...","meta_description":"In this episode, Julia Neagu, CEO & co-founder of Quotient AI, explores the challenges of deploying Generative AI and LLMs, focusing on model evaluati…","key_points":[],"chapters":[],"topics":[],"duration_seconds":2234,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/data-brew-by-databricks/episodes/secret-to-production-ai-tools-infrastructure-data-brew-episode-37/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/data-brew-by-databricks/secret-to-production-ai-tools-infrastructure-data-brew-episode-37.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}