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Vector Databases and the BoxLangCFML Developer.pdf
Led by Curtz Gratz In this session, you’ll get an introduction to Vector Databases and how to use them within BoxLang and CFML. We'll cover what a Vector Database is, how it connects to AI, and walk through an example app that showcases real-world use cases. You’ll learn when to use (and not use) vector storage, explore different data storage paradigms, and discuss the pros and cons of this powerful technology for AI-driven applications.
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Similar to Vector Databases and the BoxLangCFML Developer.pdf
Vector Databases and the BoxLangCFML Developer.pdf
- 2. WELCOME Into the Box2025: The Future is Dynamic!
- 5. Curt G Manager -Severed floor @gratzc gratzc@compknowhow.com @gratzc @curtgratz •My Outie •Husband •Dad •Coach (CC and Track) •Hike/Nature •Duck Wrangler •My Innie •Co-Owner of CKH Consulting •Less of a Werido then Luis •BoxLang developer •Polyglot •Data Governance Nerd •Member of the C&M Department
- 6. www.intothebox.org GET STARTED WTH isa Vector Why would I want to use a Vector DB AI and Vectors DEMO BABY Vector Databases and the BoxLang/ CFML Developer
- 8. Colors as Vectors •Red Green Blue • [255,101,206] • #FF65CE • [FF,65,CE] • Hue Saturation Brightness • [100,11,35] • Combined Vector • [[255,101,206], [100,11,35]]
- 9.
- 10. Measuring Distances • EuclideanDistance • Manhattan Distance • Cosine Similarity • Dot Product
- 11.
- 12. • Similarity Search •Recommendation Engines • Semantic Searches • Anomaly Detection Other uses • Natural Language Processing (NLP) • Long Term memory for LLM • Image/Unstructured Data Search AI Uses Why use a vector?
- 13.
- 14. • Couchbase • Postgres •Redis Vector search options • Pinecone • Chroma • Weaviate Vector First What are some Vector Databases?
- 15. • Performance • Scalability •Cost • Maturity • Reliability • Indexing Techniques (HNSW, LSH, ENN, ANN) • Vector Distance Calculation • Vendor/Community • AI Tool Integration Features to compare What to look for in a Vector Database?
- 16. • John Strabla(Principle Product Manager @ Couchbase) - https://github.com/jon-strabala • Matthew Groves (DevRel @ Couchbase) - https://github.com/mgroves/ • Couchbase GitHub - https://github.com/couchbase-examples/hybrid-search-demo • Couchbase YouTube - https://www.youtube.com/@CouchbaseInc • AssemblyAI - https://www.youtube.com/watch?v=dN0lsF2cvm4 • Fireship - https://www.youtube.com/watch?v=klTvEwg3oJ4 • PineCone - https://www.youtube.com/@pinecone-io • Chroma - https://www.trychroma.com/ • Credits and further learning
- 18. Thank You! The Futureof Modern Development Starts Here, with you! 🚀