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/vector search - articles

• Searching images based on text using CLIP model

  What is CLIP and common image/text vector space? How to install and run CLIP? How to compare image and text embeddings to find corresponding images based on text query?

  Published half a year ago in #machinelearning about #clip, #embeddings, #vector search and #python
• What is a text embedding and how to use it for text search

  What is a text embedding? How to get embeddings from a lot of text data? How to search within text data using text embeddings? What is the difference between vector-based text search and full-text search?

  Published half a year ago in #machinelearning about #embeddings, #vector search, #python and #openai
• Image similarity search based on embeddings and sentence_transformers

  How to get image embeddings using sentence_transformers models. How to store vectors in the database. How to find similar images to the given query image.

  Published half a year ago in #machinelearning about #embeddings, #sentence_transformers, #clip, #vector search, #python and #clickhouse
• Vector similarity search using Redis Stack

  Using Redis Stack to store vectors and do vector similarity search, for KNN and other ML tasks.

  Published half a year ago in #data about #vector search, #redis, #knn, #hnsw and #rag
• Efficient vector similarity search with Annoy library based on ANN

  What is vector search? Performance issues with vector search on large amounts of data. ANN strategy to get fast vector search at scale.

  Published a year ago in #data about #vector search, #ann, #annoy and #python

Denys Golotiuk · golotyuk@gmail.com · my github