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Challenges of Video Data and Model Evaluation in MLOps
Exploring the hurdles of working with video data in machine learning operations, highlighting video embedding techniques and the role of companies like Weights and Biases in aiding model evaluation in MLOps.
Alex Volkov serves as the AI Evangelist with Weights & Biases, Host of ThursdAI, Founder and CEO Targum and AI Consultant GPU POOR Def. not an owl.
MLOps podcast #215 with Alex Volkov, AI Evangelist at Weights & Biases, Becoming an AI Evangelist. // Abstract Follow Alex's journey into the world of AI, from being interested in running his first AI models to founding an AI startup, running a successful weekly AI news podcast & newsletter, and landing a job with @WeightsBiases . // Bio Alex Volkov is an AI Evangelist at Weights & Biases, celebrated for his expertise in clarifying the complexities of AI and advocating for its beneficial uses. He is the founder and host of ThursdAI, a weekly newsletter and podcast that explores the latest in AI, its practical applications, open-source and innovation. With a solid foundation as an AI startup founder and 20 years in full-stack software engineering, Alex offers a deep well of experience and insight into AI innovation. // MLOps Jobs board https://mlops.pallet.xyz/jobs // MLOps Swag/Merch https://mlops-community.myshopify.com/ // Related Links Evaluation Survey: https://hq.yougot.us/primary/WebInterview/3AW6LW5D/Start Website: https://thursdai.news
Alex on X (+X spaces also are also there) - https://twitter.com/altryne/
ThursdAI podcast/newsletter - https://sub.thursdai.news
Denver local AI tinkerers meetup - https://denver-boulder.aitinkerers.org/
Weights & Biases Growth Team hack week review - https://www.youtube.com/watchInterview w/
Crew AI creator Joao Moura - https://sub.thursdai.news/p/jan14-sunday-special-deep-dives The Future of Search in the Era of Large Language Models // Saahil Jain // MLOps Podcast #150: https://youtu.be/hMoMvK89iogDSPy: Transforming Language Model Calls into Smart Pipelines // Omar Khattab // MLOps Podcast #194: https://youtu.be/NoaDWKHdkHg --------------- ✌️Connect With Us ✌️ ------------- Join our slack community: https://go.mlops.community/slack Follow us on Twitter: @mlopscommunity Sign up for the next meetup: https://go.mlops.community/register Catch all episodes, blogs, newsletters, and more: https://mlops.community/ Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/ Connect with Alex on LinkedIn: https://www.linkedin.com/in/alex-volkov-/ Timestamps: [00:00] Alex's preferred beverage [00:17] Takeaways [03:19] Take the Evaluation Survey! [03:55] Alex's journey for the past 15 years [08:10] Career moves [15:15] Building communities [20:02] AI/MLOps Growth in COVID [27:23] Recent developments and insights [31:58 - 33:03] WandB Ad [33:54] Multimodal RAG and Lucid Dreaming [39:55] Evaluation Practices in MLOps [43:27] Evaluating AI models effectively [52:52] Embedding models and updates [56:14] AI model trade-offs [1:01:13] Optimizing LLM user experience [1:03:56] Perceived performance optimization [1:05:45] Agents' hype and reality [1:11:31] Exploring DSPy for evaluation [1:14:13] Wrap up
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