{"podcast":{"title":"The Data Science Podcast with Fexingo: Analytics, Machine Learning, and Data-Driven Conversations","slug":"the-data-science-podcast-with-fexingo-analytics-machine-learning-and-data-driven-conversations-7871831","podcast_index_feed_id":7871831,"rss_url":"https://feeds.fexingo.com/business/the-data-science-podcast.xml","website_url":"https://www.fexingo.com/","image_url":"https://audio.fexingo.com/business/the-data-science-podcast/cover.png","author":"Fexingo","episode_count":118,"summary":"Lucas and Luna sit at a data-science workstation, two thin laptops open to scatter plots and clustering visualizations, and ask: what can we actually learn from the numbers? Each episode of The Data Science Podcast with Fexingo is a grounded, specific conversation about a single analytics problem or machine-learning method — from regularization in regression to the bias-variance trade-off in random forests. Lucas leads with a journalistic eye for how models are built and tested in the real world, citing actual case studies like how Netflix used matrix factorization for recommendations or how healthcare researchers apply survival analysis to clinical trials. Luna keeps the discussion honest, asking about data quality, feature engineering pitfalls, and whether a model’s accuracy actually translates to business value. They never resort to buzzwords: instead, they walk through the workflow from data collection to deployment, discussing trade-offs like interpretability versus performance. The show serves data scientists, analysts, and engineers who want to stay sharp on methods without the hype. Listeners walk away with a clearer understanding of why one algorithm beats another on a gi…","last_synced_at":"2026-07-19T08:17:23.323447+00:00","page_url":"https://stenobird.com/podcast/the-data-science-podcast-with-fexingo-analytics-machine-learning-and-data-driven-conversations-7871831"},"episode":{"title":"How Data Scientists Are Using TinyML on Edge Devices","slug":"how-data-scientists-are-using-tinyml-on-edge-devices","published_at":"2026-06-13T08:05:36+00:00","page_url":"https://stenobird.com/podcast/the-data-science-podcast-with-fexingo-analytics-machine-learning-and-data-driven-conversations-7871831/how-data-scientists-are-using-tinyml-on-edge-devices","show_page_url":"https://stenobird.com/podcast/the-data-science-podcast-with-fexingo-analytics-machine-learning-and-data-driven-conversations-7871831","url":"https://audio.fexingo.com/business/the-data-science-podcast/episode-0048.mp3","audio_url":"https://audio.fexingo.com/business/the-data-science-podcast/episode-0048.mp3","summary":"This episode of The Data Science Podcast dives into TinyML—the practice of running machine learning models on microcontrollers and edge devices with limited power and memory. Lucas and Luna explore a specific case: a smart agriculture startup that used a TensorFlow Lite model on an Arduino board to detect crop disease in real time, processing images locally without sending data to the cloud. They discuss the trade-offs: model compression techniques like pruning and quantization, the challenge of balancing accuracy against a 256KB memory budget, and why TinyML is gaining traction in industries from manufacturing to healthcare. The hosts also touch on the broader movement toward on-device AI, privacy benefits, and the emerging toolchain from Google's TensorFlow Lite Micro to ARM's Ethos-U55. If you've ever wondered how data scientists shrink neural networks to run on a battery-powered sensor, this episode is for you. #TinyML #EdgeAI #MachineLearning #DataScience #EmbeddedSystems #TensorFlowLite #SmartAgriculture #ModelCompression #Pruning #Quantization #OnDeviceAI #IoT #Microcontrollers #PrivacyPreservingML #Technology #FexingoBusiness #BusinessPodcast #DataDriven Keep every episode free: buymeacoffee.com/fexingo","meta_description":"This episode of The Data Science Podcast dives into TinyML—the practice of running machine learning models on microcontrollers and edge devices with limit…","key_points":[],"chapters":[],"topics":[],"duration_seconds":505,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/the-data-science-podcast-with-fexingo-analytics-machine-learning-and-data-driven-conversations-7871831/episodes/how-data-scientists-are-using-tinyml-on-edge-devices/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/the-data-science-podcast-with-fexingo-analytics-machine-learning-and-data-driven-conversations-7871831/how-data-scientists-are-using-tinyml-on-edge-devices.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}