{"podcast":{"title":"Adventures in Machine Learning","slug":"adventures-in-machine-learning","podcast_index_feed_id":2981332,"rss_url":"https://www.spreaker.com/show/6102041/episodes/feed","website_url":"https://topenddevs.com/podcasts/adventures-in-machine-learning","image_url":"https://d3wo5wojvuv7l.cloudfront.net/t_rss_itunes_square_1400/images.spreaker.com/original/230facb439840ff787c776d3ed78fcbd.jpg","author":"Charles M Wood","episode_count":209,"summary":"Machine Learning is growing in leaps and bounds both in capability and adoption. Listen to our experts discuss the ideas and fundamentals needed to succeed as a Machine Learning Engineer. Become a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support .","last_synced_at":null,"page_url":"https://stenobird.com/podcast/adventures-in-machine-learning"},"episode":{"title":"MLOps 101: Scoping, Latency, Data Curation, and Continuous Model Retraining - ML 143","slug":"mlops-101-scoping-latency-data-curation-and-continuous-model-retraining-ml-143","published_at":"2024-03-14T10:00:00+00:00","page_url":"https://stenobird.com/podcast/adventures-in-machine-learning/mlops-101-scoping-latency-data-curation-and-continuous-model-retraining-ml-143","show_page_url":"https://stenobird.com/podcast/adventures-in-machine-learning","url":"https://topenddevs.com/podcasts/adventures-in-machine-learning/episodes/mlops-101-scoping-latency-data-curation-and-continuous-model-retraining-ml-143","audio_url":"https://dts.podtrac.com/redirect.mp3/api.spreaker.com/download/episode/59122796/stream.mp3","summary":"Ben and Michael dive into the world of machine learning operations (MLOps) and discuss the complexities of building a computer vision pipeline to detect fishing boats at ports. They unpack the intricacies of MLOps basics and the challenges of implementing an effective computer vision model for traffic optimization and data collection at ports. From discussing the importance of exploratory data analysis (EDA) and data cleaning for image classification to the intricacies of continuous integration and deployment, this episode provides invaluable insights into the practical application of machine learning in real-world scenarios.Sponsors Chuck's Resume Template Developer Book Club Become a Top 1% Dev with a Top End Devs Membership Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy Become a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support .","meta_description":"Ben and Michael dive into the world of machine learning operations (MLOps) and discuss the complexities of building a computer vision pipeline to detect f…","key_points":[],"chapters":[],"topics":[],"duration_seconds":3681,"processing_state":"failed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/adventures-in-machine-learning/episodes/mlops-101-scoping-latency-data-curation-and-continuous-model-retraining-ml-143/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/adventures-in-machine-learning/mlops-101-scoping-latency-data-curation-and-continuous-model-retraining-ml-143.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}