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1 | © Copyright 2024 Zilliz
1
1 | © Copyright 9/25/23 Zilliz
1 | © Copyright 9/25/23 Zilliz
Speaker
Jiang Chen
Ecosystem & Developer Experience
jiang.chen@zilliz.com
@jiangc1010
2 | © Copyright 2024 Zilliz
2
Introduction to Milvus Lite
A lightweight vector database as Python library
Jiang Chen @ Zilliz
3 | © Copyright 2024 Zilliz
3
The evolution of AI made the semantic search of
unstructured data possible
Search by Probability
Statistical analyses of common
datasets established the foundation for
processing unstructured data, e.g. NLP,
and image classification
AI Model Breakthrough
The advancements in BERT, ViT, CBT
etc. have revolutionized semantic
analysis across unstructured data
Vectorization
Word2Vec, CNNs, Deep Speech pioneered
unstructured data embeddings, mapping the
words, images, videos into high-dimensional
vectors
4 | © Copyright 2024 Zilliz
4
5 | © Copyright 2024 Zilliz
5
01 Why We Built Milvus Lite
CONTENTS
02 How Does It Work
RAG in action with Milvus Lite
03
6 | © Copyright 2024 Zilliz
6
Scalability is great, but I don’t want Docker or K8s yet
7 | © Copyright 2024 Zilliz
7
How about this dead simple setup?
8 | © Copyright 2024 Zilliz
8
How it works?
9 | © Copyright 2024 Zilliz
9
10 | © Copyright 2024 Zilliz
10
11 | © Copyright 2024 Zilliz
11
Let's see it in action!
12 | © Copyright 2024 Zilliz
12
T H A N K Y O U

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Introducing Milvus Lite: Easy-to-Install, Easy-to-Use vector database for your GenAI Apps

  • 1. 1 | © Copyright 2024 Zilliz 1 1 | © Copyright 9/25/23 Zilliz 1 | © Copyright 9/25/23 Zilliz Speaker Jiang Chen Ecosystem & Developer Experience jiang.chen@zilliz.com @jiangc1010
  • 2. 2 | © Copyright 2024 Zilliz 2 Introduction to Milvus Lite A lightweight vector database as Python library Jiang Chen @ Zilliz
  • 3. 3 | © Copyright 2024 Zilliz 3 The evolution of AI made the semantic search of unstructured data possible Search by Probability Statistical analyses of common datasets established the foundation for processing unstructured data, e.g. NLP, and image classification AI Model Breakthrough The advancements in BERT, ViT, CBT etc. have revolutionized semantic analysis across unstructured data Vectorization Word2Vec, CNNs, Deep Speech pioneered unstructured data embeddings, mapping the words, images, videos into high-dimensional vectors
  • 4. 4 | © Copyright 2024 Zilliz 4
  • 5. 5 | © Copyright 2024 Zilliz 5 01 Why We Built Milvus Lite CONTENTS 02 How Does It Work RAG in action with Milvus Lite 03
  • 6. 6 | © Copyright 2024 Zilliz 6 Scalability is great, but I don’t want Docker or K8s yet
  • 7. 7 | © Copyright 2024 Zilliz 7 How about this dead simple setup?
  • 8. 8 | © Copyright 2024 Zilliz 8 How it works?
  • 9. 9 | © Copyright 2024 Zilliz 9
  • 10. 10 | © Copyright 2024 Zilliz 10
  • 11. 11 | © Copyright 2024 Zilliz 11 Let's see it in action!
  • 12. 12 | © Copyright 2024 Zilliz 12 T H A N K Y O U