Build your own Vector Store from Scratch: Vector Store/DB 101

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In this tutorial video, I’ll show you how to create your very own Vector Store from scratch. If you’re interested in data storage, retrieval, and vector representations, this video is for you.

🔵 What is a Vector Store? 🔵
A Vector Store is a powerful tool for storing and managing vectors in memory. Whether you’re working on machine learning, natural language processing, or recommendation systems, understanding how to build a Vector Store is an essential skill.

🛠️ Building from Scratch 🛠️
I’ll walk you through the step-by-step process of creating your Vector Store using Python. You’ll learn how to define data structures, and load vectors, implement efficient indexing, and build a search mechanism for finding similar vectors.

💡 Key Concepts Covered 💡
1. Creating and managing vectors
2. Building a custom Vector Store class
3. Indexing for efficient vector retrieval
4. Searching for similar vectors
And more!

🔍 Example Use Case 🔍
We’ll take a practical example where we store and search for vectors representing sentences. You’ll see how to tokenize text, create vectors, and use the Vector Store to find similar sentences.

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