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Introduction To Qdrant (Vector Database) Using Python
TORRENT SUMMARY
Status:
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Learn the basics of Qdrant (Vector Database), Indexing the data, snapshots, Python Client with examples and more !
What you'll learn:
Basics of Vector databases
Introduction to Qdrant and Installing Qdrant
Collections, Segments and Points in Qdrant
Vector and payload fields in a Collection
Vector and Payload indexing
Vector similarity search on a Collection and filtering the results based on payload
Quantizing the vectors
Configuring Qdrant Server
Requirements:
Python
Fundamentals of Docker and Docker Compose
Basic Linux commands
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Introduction.mp4
21.7 MB
~Get Your Files Here !/1. Introduction/2. Vector Databases.mp4
28.8 MB
~Get Your Files Here !/1. Introduction/3. Components of a Vector Databases.mp4
55 MB
~Get Your Files Here !/1. Introduction/4. Vector Embeddings.mp4
45.4 MB
~Get Your Files Here !/1. Introduction/5. Vector Embeddings.html
133 B
~Get Your Files Here !/1. Introduction/6. Vector Similarity Metrics.mp4
45.7 MB
~Get Your Files Here !/1. Introduction/7. Vector Similarity.html
133 B
~Get Your Files Here !/2. Qdrant - Basics/1. Introduction and Installation.mp4
66.6 MB
~Get Your Files Here !/2. Qdrant - Basics/1.1 docker-compose.yaml
262 B
~Get Your Files Here !/2. Qdrant - Basics/10. Similarity Search - Part 1.html
133 B
~Get Your Files Here !/2. Qdrant - Basics/11. Vector similarity search in Qdrant - Part 2.mp4
46.3 MB
~Get Your Files Here !/2. Qdrant - Basics/12. Similarity Search - Part 2.html
133 B
~Get Your Files Here !/2. Qdrant - Basics/2. Qdrant Storage Model.mp4
14 MB
~Get Your Files Here !/2. Qdrant - Basics/3. Qdrant Storage Model.html
133 B
~Get Your Files Here !/2. Qdrant - Basics/4. Collections.mp4
29.6 MB
~Get Your Files Here !/2. Qdrant - Basics/4.1 1.collections.ipynb
5.3 KB
~Get Your Files Here !/2. Qdrant - Basics/5. Collections.html
133 B
~Get Your Files Here !/2. Qdrant - Basics/6. Points.mp4
40.8 MB
~Get Your Files Here !/2. Qdrant - Basics/6.1 2.Points.ipynb
11.4 KB
~Get Your Files Here !/2. Qdrant - Basics/7. Points.html
133 B
~Get Your Files Here !/2. Qdrant - Basics/8. Loading a Dataset into Qdrant.mp4
17.9 MB
~Get Your Files Here !/2. Qdrant - Basics/9. Vector Similarity Search in Qdrant - Part 1.mp4
38.5 MB
~Get Your Files Here !/2. Qdrant - Basics/9.1 3.search.ipynb
137.1 KB
~Get Your Files Here !/3. Qdrant - Advanced/1. Payload Indexes.mp4
24.3 MB
~Get Your Files Here !/3. Qdrant - Advanced/1.1 4.Indexes.ipynb
4.4 KB
~Get Your Files Here !/3. Qdrant - Advanced/10. Configuring Qdrant.mp4
44.4 MB
~Get Your Files Here !/3. Qdrant - Advanced/11. Optimizers.mp4
25.7 MB
~Get Your Files Here !/3. Qdrant - Advanced/12. Qdrant - Async Python Client.mp4
21.6 MB
~Get Your Files Here !/3. Qdrant - Advanced/12.1 async_example.py
546 B
~Get Your Files Here !/3. Qdrant - Advanced/2. Payload Indexes.html
133 B
~Get Your Files Here !/3. Qdrant - Advanced/3. Vector Index.mp4
24.6 MB
~Get Your Files Here !/3. Qdrant - Advanced/4. Indexing the Vectors.html
133 B
~Get Your Files Here !/3. Qdrant - Advanced/5. Vector Quantization - Part 1.mp4
25.7 MB
~Get Your Files Here !/3. Qdrant - Advanced/5.1 5.quantization.ipynb
4.7 KB
~Get Your Files Here !/3. Qdrant - Advanced/6. Quantization - Part 1.html
133 B
~Get Your Files Here !/3. Qdrant - Advanced/7. Vector Quantization - Part 2.mp4
28.3 MB
~Get Your Files Here !/3. Qdrant - Advanced/8. Vector Quantization - Part 2.html
133 B
~Get Your Files Here !/3. Qdrant - Advanced/9. Snapshots.mp4
11.8 MB
~Get Your Files Here !/3. Qdrant - Advanced/9.1 6.snapshots.ipynb
3.8 KB
~Get Your Files Here !/4. Qdrant - Examples (Optional)/1. Qdrant + Tensorflow.mp4
41.3 MB
~Get Your Files Here !/4. Qdrant - Examples (Optional)/1.1 7.tf_example.ipynb
8.7 KB
~Get Your Files Here !/4. Qdrant - Examples (Optional)/2. Qdrant + OpenAI.mp4
42.3 MB
~Get Your Files Here !/4. Qdrant - Examples (Optional)/2.1 8.openai_example.ipynb
9.8 KB
~Get Your Files Here !/4. Qdrant - Examples (Optional)/3. Qdrant + LangChain.mp4
35 MB
~Get Your Files Here !/4. Qdrant - Examples (Optional)/3.1 9.langchain_example.ipynb
4.6 KB
~Get Your Files Here !/4. Qdrant - Examples (Optional)/3.2 nobel_physics_2023.txt
2.2 KB
~Get Your Files Here !/5. Conclusion/1. Conclusion.mp4
