The codebase for the book "AI-Powered Search" (Manning Publications, 2025)
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Updated
May 9, 2026 - Jupyter Notebook
The codebase for the book "AI-Powered Search" (Manning Publications, 2025)
LitePali is a minimal, efficient implementation of ColPali for image retrieval and indexing, optimized for cloud deployment.
Knowledge pills on Neural Search
An Effective and Scalable Framework for Multimodal Search of Target Modality
3D Medical Image Retrieval in Radiology
PostgreSQL-native semantic search engine with multi-modal capabilities. Add AI-powered search to your existing database without separate vector databases, vendor fees, or complex setup. Features text + image search using CLIP embeddings, native SQL joins, and 10-minute Docker deployment.
Genomics Visualization Retrieval for Authoring with Multimodality
Collections of multimodal search libraries, service and research papers
Multimodal saree search app built using Amazon Titan Multimodal Embeddings model
An Effective and Scalable Framework for Multimodal Search with Target Modality
Leverage vector databases to swiftly construct a diverse range of applications through "Building Applications with Vector Databases" course!
OpenAI-compatible multimodal embedding server for Qwen3-VL-Embedding-2B — embed text, images, or both via a simple REST API.
Low-Latency Multimodal Search Web App with MCP Architecture 🔌🛠️🧠 #StrandsAgentSDK #FasterWhisper #Multilingual #MultimodalSearch #ChromaDB # DockerCompose
Multi-Modal Search over fashion datasets. Information Retrieval Tasks optimised using Spotify's Annoy, using text embeddings over captions and words generated from image via classifiers. Experimentation and Optimisation of hyper-parameters
Local-first multimodal Graph RAG with Qwen3-VL embeddings, Neo4j vector search, and a lightweight visual retrieval console.
A powerful multimodal document search engine that converts PDF documents into searchable vector embeddings using OpenAI's CLIP model. Enables cross-modal search across text and images with natural language queries through a modern Streamlit interface.
Smart search engine for Habr articles with Elasticsearch, ML reranking, LLM-based relevance labeling, and AI tag prediction
Multimodal visual search engine using CLIP, OCR, and vector similarity retrieval.
A lightweight, production-friendly Model Context Protocol (MCP) server for Mixpeek
Computer vision image scraper for collecting datasets, preprocessing images, and running experiments in Google Colab
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