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Udemy - Master Vector Databases
TORRENT SUMMARY
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Master Vector Database using Python, Embeddings, ChromaDB, Facebook FAISS, Qdrant, LangChain, Open AI
What you'll learn
Master Vector Database, Embeddings, ChromaDB, FAISS, Qdrant and much more
Learn integration Vector databases with LangChain, Open AI
Master Embeddings
Transformer Models for vector embedding, Generative AI, Open AI API Usage
Understand the fundamentals of vector databases and their role in AI, generative AI, and LLM (Language Model Models).
Implement code along exercises to build and optimize vector indexing systems for real-world applications.
Requirements
Basic python knowledge
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Introduction to Vector Database.mp4
86.3 MB
~Get Your Files Here !/1. Introduction/2. Vectors and Embeddings.mp4
40.7 MB
~Get Your Files Here !/1. Introduction/3. Explain vector database like I'm 5.mp4
29.9 MB
~Get Your Files Here !/1. Introduction/4. How vector database store data.mp4
32.1 MB
~Get Your Files Here !/1. Introduction/5. How do vector database works.mp4
26.8 MB
~Get Your Files Here !/1. Introduction/6. Vectors in 2D.mp4
37 MB
~Get Your Files Here !/2. The power of embeddings/1. Create embeddings using OpenAI.mp4
92.4 MB
~Get Your Files Here !/2. The power of embeddings/1.1 VD_Vector_Embedding_OpenAI.ipynb
47.5 KB
~Get Your Files Here !/2. The power of embeddings/2. Sentence Embedding Models.html
3.5 KB
~Get Your Files Here !/3. Using SQLite as vector storage/1. Setup and basic operations.mp4
55.3 MB
~Get Your Files Here !/3. Using SQLite as vector storage/2. Creating, storing and retrieving vector data.mp4
142.8 MB
~Get Your Files Here !/3. Using SQLite as vector storage/2.1 VD_SQLite_Vector_search.ipynb
16.8 KB
~Get Your Files Here !/3. Using SQLite as vector storage/3. Finding nearest vector.mp4
48.3 MB
~Get Your Files Here !/3. Using SQLite as vector storage/4. Vector search using sqlite-vss extension.mp4
149.2 MB
~Get Your Files Here !/3. Using SQLite as vector storage/4.1 VD_SQLite_VSS.ipynb
12 KB
~Get Your Files Here !/4. ChromaDB/1. Introduction to ChromaDB.mp4
125.4 MB
~Get Your Files Here !/4. ChromaDB/2. Revolutionizing the Data access with Vector Database.html
5.2 KB
~Get Your Files Here !/4. ChromaDB/3. Methods on collections.mp4
60.6 MB
~Get Your Files Here !/4. ChromaDB/3.1 Vector_Database_ChromaDB.ipynb
2.5 KB
~Get Your Files Here !/4. ChromaDB/4. Storing The Matrix collections.mp4
103.9 MB
~Get Your Files Here !/4. ChromaDB/4.1 Vector_Database_ChromaDB__The_Matrix_.ipynb
25.2 KB
~Get Your Files Here !/4. ChromaDB/5. Adding document associated embeddings.mp4
96 MB
~Get Your Files Here !/4. ChromaDB/6. Query data with 'where' filter.mp4
96 MB
~Get Your Files Here !/4. ChromaDB/7. ChromaDB + Langchain - QA on multiple documents - Part 1.mp4
133.3 MB
~Get Your Files Here !/4. ChromaDB/7.1 VD_ChromaDB_+_Langchain_QA_Multiple_documents.ipynb
27.2 KB
~Get Your Files Here !/4. ChromaDB/8. ChromaDB + Langchain - QA on multiple documents - Part 2.mp4
92.1 MB
~Get Your Files Here !/5. Facebook AI Similarity Search (FAISS)/1. Introduction to FAISS.mp4
127.6 MB
~Get Your Files Here !/5. Facebook AI Similarity Search (FAISS)/2. Using similarity search for nearest neighbours.mp4
67 MB
~Get Your Files Here !/6. Pinecone/1. Introduction to Pinecone.mp4
113 MB
~Get Your Files Here !/6. Pinecone/10. Vector IDs must be string.mp4
51.1 MB
~Get Your Files Here !/6. Pinecone/11. Sentence transformer embeddings.mp4
85.8 MB
~Get Your Files Here !/6. Pinecone/12. Semantic search with metadata filtering - news articles.mp4
252.7 MB
~Get Your Files Here !/6. Pinecone/2. Setup account, create an index, dashboard review.mp4
97 MB
~Get Your Files Here !/6. Pinecone/3. Understanding index creation configuration.mp4
82.9 MB
~Get Your Files Here !/6. Pinecone/4. Index management.mp4
114.9 MB
~Get Your Files Here !/6. Pinecone/5. Insert vector data to an index.mp4
104.7 MB
~Get Your Files Here !/6. Pinecone/6. Query vector data.mp4
94.3 MB
~Get Your Files Here !/6. Pinecone/7. Upsert vector data in batches.mp4
100.3 MB
~Get Your Files Here !/6. Pinecone/8. Upsert batches in parallel.mp4
17.7 MB
~Get Your Files Here !/6. Pinecone/9. Upsert with metadata.html
381 B
~Get Your Files Here !/7. Qdrant/1. Introduction to Qdrant vector database.mp4
82.2 MB
~Get Your Files Here !/7. Qdrant/2. Connect with APIs.mp4
59.8 MB
~Get Your Files Here !/7. Qdrant/3. Create a qdrant python client.mp4
37 MB
~Get Your Files Here !/7. Qdrant/4. Create a collection.mp4
53.3 MB
~Get Your Files Here !/7. Qdrant/5. Create a vector store.mp4
45.3 MB
~Get Your Files Here !/7. Qdrant/6. Add document to vector store on the cloud.mp4
118.7 MB
~Get Your Files Here !/7. Qdrant/7. Query the document.mp4
86 MB
~Get Your Files Here !/7. Qdrant/8. Create a streamlit QA app.html
940 B
~Get Your Files Here !/8. Congratulations and Thank You!/1. Your feedback is very valuable!.html