Victoria Slocum
Intro to
Elysia and Weaviate
Victoria Slocum
Machine Learning Engineer
Weaviate
[0, 0, 0]
red
green
blue
R
G
B
[255, 255, 255]
red
green
blue
R
G
B
[255, 0, 0]
red
green
blue
R
G
B
[255, 0, 255]
red
green
blue
R
G
B
[80, 200, 120]
red
green
blue
R
G
B
What does this mean?
The vectors are encoding meaning of the things in some way
Each number represents how much red, green, or blue is in the color.
This is exactly what a vector embedding is - a sequence of numbers that represents meaning.
[0, 0, 0]
red
green
blue
R
G
B
[1.5, -0.4, 7.2, 19.6, 20.2, 1.7, -0.3, 6.9, 19.1, 21.1, ...]
(1000+ dim)
cat
The difference between...
flexible deployment & architecture
Hybrid search that scales
Weaviate in a nutshell
community, enablement, and education
Various options for deployment
and tons of integrations for models and providers
Elysia
Elysia
End to End Agentic RAG
Elysia is a decision tree based agentic system which intelligently decides what tools to use, what results have been obtained, whether it should continue the process or whether its goal has been completed. It offers both a full frontend interface and an easily pip-installable Python package.
Architecture
Architecture
$ pip install elysia-ai
$ elysia start