Redis Crash Course for Artificial Intelligence & Machine Learning | Community Webinar
A Redis crash course for beginners and its applications for artificial intelligence & machine learning. As data scientists and machine learning professionals make the transition from theory to applied data science, they naturally expand their skill set beyond Python or Pandas. They need to understand how to leverage a key-value store or database to store their embeddings or features, and how to load and fetch them very quickly for online predictions or to perform complex operations in milliseconds for real-time use cases. Because of that, Redis — the super-fast in-memory database, is being increasingly used for machine learning: from caching, messaging, and fast data ingestion, to vector similarity search and online feature stores. This crash course is intended for beginners with no prior experience with Redis. By the end of the session, you will know: What a key-value store is, and the difference between Redis and SQL databases Which key machine learning concepts and use cases Redis enables Which data types and structures can be stored in Redis Key database considerations for deploying real-time AI/ML at scale Redis as an online feature store - why and how to get started Redis as a vector database for embeddings and neural search - why and how to get started Table of Content 00:00 – Introduction 4:26 – Setting up the context: hottest trends in AI/ML, defining real-time AI/ML, overview of Redis in AI/ML 8:46 – Key concepts: No SQL, key-value store, disk vs. in-memory databases, data types & structures 18:13 – Demo 21:26 – Operational aspect of deploying real-time AI/ML 25:32 – Redis as infra for online feature stores 36:06 – Intro to RediSearch: SQL queries for NoSQL 44:48 – Redis as vector database for neural search 53:09 – Summary Looking for more crash courses? Check out our playlist: • Playlist -- At Data Science Dojo, we believe data science is for everyone. Our data science trainings have been attended by more than 10,000 employees from over 2,500 companies globally, including many leaders in tech like Microsoft, Google, and Facebook. For more information please visit: https://hubs.la/Q01Z-13k0 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 💼 Get started in the world of data with our top-rated data science bootcamp: https://hubs.la/Q01ZZDpt0 💼 Master Python for data science, analytics, machine learning, and data engineering: https://hubs.la/Q01ZZD-s0 💼 Explore, analyze, and visualize your data with Power BI desktop: https://hubs.la/Q01ZZF8B0 -- Unleash your data science potential for FREE! Dive into our tutorials, events & courses today! 📚 Learn the essentials of data science and analytics with our data science tutorials: https://hubs.la/Q01ZZJJK0 📚 Stay ahead of the curve with the latest data science content, subscribe to our newsletter now: https://hubs.la/Q01ZZBy10 📚 Connect with other data scientists and AI professionals at our community events: https://hubs.la/Q01ZZLd80 📚 Checkout our free data science courses: https://hubs.la/Q01ZZMcm0 📚 Get your daily dose of data science with our trending blogs: https://hubs.la/Q01ZZMWl0 -- 📱 Social media links Connect with us: / data-science-dojo Follow us: / datasciencedojo Keep up with us: / data_science_dojo Like us: / datasciencedojo Find us: https://www.threads.net/@data_science... -- Also, join our communities: LinkedIn: / 13601597 Twitter: / 1677363761399865344 Facebook: / aiandmachinelearningforeveryone Vimeo: https://vimeo.com/datasciencedojo Discord: / discord _ Want to share your data science knowledge? Boost your profile and share your knowledge with our community: https://hubs.la/Q01ZZNCn0 #redis #artificialintelligence #machinelearning #ai

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