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[ WebToolTip.com ] Udemy - Vector Databases for Developers - ChromaDB, Pinecone and RAG

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Size
3.6 GB
Seeders
22
Leechers
4
Files
37
Category
Other
Added
08/17/26 at 11:37am GMT+1
Infohash
3336e5e3998ca493c1e0c22b480490b5123d4209

Description
Vector Databases for Developers: ChromaDB, Pinecone & RAG

https://WebToolTip.com

Published 8/2026
Created by Sudip Bhattacharyya
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch
Level: Intermediate | Genre: eLearning | Language: English | Duration: 18 Lectures ( 9h 54m ) | Size: 3.6 GB

Learn Embeddings, Semantic Search, ChromaDB, Pinecone, LangChain & build production-ready RAG applications with Python.

What you'll learn
⚡ Build AI-powered Semantic Search applications using Python, OpenAI Embeddings, ChromaDB, and Pinecone.
⚡ Understand Embeddings, Vector Databases, Cosine Similarity, Chunking, and Semantic Search from scratch.
⚡ Build production-ready Retrieval-Augmented Generation (RAG) applications using LangChain and modern AI workflows.
⚡ Create an AI-powered Semantic PDF Search Engine that searches documents using natural language.
⚡ Develop a complete RAG Chatbot with conversation history, source citations, and intelligent document retrieval.
⚡ Learn how to migrate from ChromaDB to Pinecone for scalable cloud-based vector search applications.
⚡ Optimize vector search systems using better chunking strategies, metadata filtering, Top-K retrieval, and hybrid search concepts.
⚡ Apply production best practices for building scalable AI applications with Vector Databases and Retrieval-Augmented Generation (RAG).

Requirements
❗ Basic Python programming knowledge.
❗ A Windows, macOS, or Linux computer.
❗ Visual Studio Code installed.
❗ An internet connection.
❗ An OpenAI API key (created during the course).
❗ No prior knowledge of AI, Vector Databases, Pinecone, ChromaDB, or LangChain is required.
❗ A willingness to learn by building real-world projects.

File list
  • [ WebToolTip.com ] Udemy - Vector Databases for Developers - ChromaDB, Pinecone and RAG
  • ~Get Your Files Here !/1 - Getting Started/1. Lecture 01 – Welcome and Course Overview.pdf 111.8 KB
  • ~Get Your Files Here !/1 - Getting Started/1. Welcome and Course Overview.mp4 68.4 MB
  • ~Get Your Files Here !/1 - Getting Started/2. Downloading the Course Source Code from GitHub.pdf 93.7 KB
  • ~Get Your Files Here !/1 - Getting Started/2. Lecture 02 – Understanding Embeddings and Vector Databases.pdf 128.2 KB
  • ~Get Your Files Here !/1 - Getting Started/2. Understanding Embeddings and Vector Databases.mp4 86.5 MB
  • ~Get Your Files Here !/2 - Working with Embeddings/3. Lecture 03 - Setting Up the Development Environment.docx.pdf 129.5 KB
  • ~Get Your Files Here !/2 - Working with Embeddings/3. Setting Up the Development Environment.mp4 144.3 MB
  • ~Get Your Files Here !/2 - Working with Embeddings/4. Creating Embeddings with the OpenAI API.mp4 260.8 MB
  • ~Get Your Files Here !/2 - Working with Embeddings/4. Lecture 04 - Creating Embeddings with the OpenAI API.docx.pdf 189 KB
  • ~Get Your Files Here !/2 - Working with Embeddings/5. Lecture 05 - Measuring Semantic Similarity.docx.pdf 192.8 KB
  • ~Get Your Files Here !/2 - Working with Embeddings/5. Measuring Semantic Similarity.mp4 380.1 MB
  • ~Get Your Files Here !/2 - Working with Embeddings/6. Chunking Documents for AI.mp4 103.9 MB
  • ~Get Your Files Here !/2 - Working with Embeddings/6. Lecture 06 - Chunking Documents for AI.docx.pdf 157.7 KB
  • ~Get Your Files Here !/3 - Working with Embeddings/7. Getting Started with ChromaDB.mp4 249.5 MB
  • ~Get Your Files Here !/3 - Working with Embeddings/7. Lecture 07 - Getting Started with ChromaDB.docx.pdf 191.5 KB
  • ~Get Your Files Here !/3 - Working with Embeddings/8. Lecture 08 - Searching with ChromaDB.docx.pdf 214.9 KB
  • ~Get Your Files Here !/3 - Working with Embeddings/8. Searching with ChromaDB.mp4 163.3 MB
  • ~Get Your Files Here !/4 - Project 1 AI Semantic PDF Search Engine/10. Building the Semantic Search Engine.mp4 436.9 MB
  • ~Get Your Files Here !/4 - Project 1 AI Semantic PDF Search Engine/10. Lecture 10 - Building the Semantic Search Engine.docx.pdf 240.4 KB
  • ~Get Your Files Here !/4 - Project 1 AI Semantic PDF Search Engine/9. Lecture 09 - Loading and Indexing PDF Documents.docx.pdf 207.6 KB
  • ~Get Your Files Here !/4 - Project 1 AI Semantic PDF Search Engine/9. Loading and Indexing PDF Documents.mp4 177.7 MB
  • ~Get Your Files Here !/5 - Building a Complete RAG Chatbot/11. Lecture 11 - Understanding Retrieval-Augmented Generation (RAG).pdf 136.3 KB
  • ~Get Your Files Here !/5 - Building a Complete RAG Chatbot/11. Understanding Retrieval-Augmented Generation (RAG).mp4 196.6 MB
  • ~Get Your Files Here !/5 - Building a Complete RAG Chatbot/12. Building the RAG Backend with LangChain.mp4 241.1 MB
  • ~Get Your Files Here !/5 - Building a Complete RAG Chatbot/12. Lecture 12 - Building the RAG Backend with LangChain.pdf 251.9 KB
  • ~Get Your Files Here !/5 - Building a Complete RAG Chatbot/13. Building the Chat Interface.mp4 195.3 MB
  • ~Get Your Files Here !/5 - Building a Complete RAG Chatbot/13. Lecture 13 - Building the Chat Interface.pdf 202.4 KB
  • ~Get Your Files Here !/5 - Building a Complete RAG Chatbot/14. Improving the RAG Chatbot.mp4 218.5 MB
  • ~Get Your Files Here !/5 - Building a Complete RAG Chatbot/14. Lecture 14 - Improving the RAG Chatbot.pdf 164.6 KB
  • ~Get Your Files Here !/6 - Scaling with Pinecone/15. Getting Started with Pinecone.mp4 240.2 MB
  • ~Get Your Files Here !/6 - Scaling with Pinecone/15. Lecture 15 - Getting Started with Pinecone.pdf 186.4 KB
  • ~Get Your Files Here !/6 - Scaling with Pinecone/16. Lecture 16 - Migrating from ChromaDB to Pinecone.pdf 201.6 KB
  • ~Get Your Files Here !/6 - Scaling with Pinecone/16. Migrating from ChromaDB to Pinecone.mp4 213.7 MB
  • ~Get Your Files Here !/7 - Production Best Practices/17. Building Better Vector Search Systems.mp4 183.9 MB
  • ~Get Your Files Here !/7 - Production Best Practices/17. Lecture 17 - Building Better Vector Search Systems.pdf 205.4 KB
  • ~Get Your Files Here !/7 - Production Best Practices/18. Course Summary and Next Steps.mp4 112.6 MB
  • ~Get Your Files Here !/Bonus Resources.txt 70 B

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