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embedding models

A collection of 4 posts

embedding models

Sentence Embeddings & Similarity: Explained Simply

Have you ever wondered how computers understand that two sentences mean the same thing—or are similar—even if they don't use the same words? Well, that's the magic of sentence embeddings and cosine similarity. Let’s dive in, ditch the jargon, and keep it simple.

embedding models

Build your own custom, lightweight transformer with Langformers

In the world of machine learning, bigger isn't always better — especially when it comes to deploying models in resource-constrained environments like mobile apps or real-time systems. Fortunately, Langformers offers an elegant solution: you can train a smaller model to mimic the embeddings of a large pretrained model. This

embedding models

Reranking Sentences for Improved Semantic Search

When working with search systems, getting the most relevant results is crucial — yet traditional vector search methods don’t always guarantee this. That’s where reranking comes into play, and with Langformers, implementing reranking has never been easier. In this article, we’ll discuss: * What reranking is? * Why it’s

embedding models

Semantic Search with Vector Databases (FAISS, ChromaDB, Pinecone)

In today's data-driven world, finding relevant information quickly is crucial. Traditional keyword-based search engines often fall short when you need more context-aware retrieval. That’s where semantic search steps in — and Langformers makes it easier than ever to set up your own semantic search engine in just a