Qdrant - Vector Database & Search Engine Courses

GraphRAG with Qdrant and Neo4j - Combining Vector Search and Knowledge Graphs

Explore advanced Retrieval-Augmented Generation by combining vector search capabilities with graph-based relationships for building more intelligent AI applications.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Building Open-Source Agentic RAG with DeepSeek

Dive into building agentic RAG systems using DeepSeek and Qdrant, learning to orchestrate AI applications with secure vector search while maintaining data privacy and control.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Building Generative AI Applications with RAG - A Quick Start Guide

Discover how to rapidly build and evaluate Retrieval Augmented Generation (RAG) applications using Python, from essential concepts to testing strategies and performance optimization.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

What's New in Qdrant 1.14: Reranking, Indexing, and Performance Boosts

Discover the key features of Qdrant 1.14 with Luis Cossío, including score-boosting reranking, incremental HNSW indexing, and parallelized batch queries that enhance performance and developer control.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Using MCP to Orchestrate AI Agents with OpenAI SDK, AugmentCode, and Qdrant

Explore how to leverage Model Context Protocols (MCP) to connect AI coding tools like AugmentCode with OpenAI's Agents SDK, using Qdrant for vector search capabilities.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Building Video Recommendations with Twelve Labs and Qdrant

Explore how to build a content recommendation app using Twelve Labs Embed API for extracting multimodal video embeddings and Qdrant for fast semantic retrieval and searching based on actual video content.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Building a RAG Movie Recommendations Chatbot with Qdrant and n8n - No-Code Tutorial

Learn to build a personalized movie recommendation chatbot using RAG technology, Qdrant Cloud, and n8n's AI starter kit - no coding needed. Create custom filters for genres, themes, and preferences.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Building Agents with LlamaIndex and Qdrant - Beyond the Tutorial

Dive into advanced agent development using LlamaIndex and Qdrant, exploring vector database integration and search engine capabilities for building sophisticated AI solutions.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

Fine-tuning Embedding Models: Sentence Transformers and Emoji Recognition

Discover how to fine-tune embedding models to accurately process emojis and emotional content while maintaining backward compatibility for enhanced social media analysis.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

A Data-Driven Approach to Productionizing RAG Systems

Discover practical strategies for deploying RAG applications effectively, focusing on data-driven methods and optimization techniques for enhanced performance and reliability.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Building the Ultimate Hybrid Search with Qdrant - A Hands-on Tutorial

Master advanced semantic search techniques by transforming dense embedding pipelines into hybrid systems with Qdrant's latest features, including ColBERT models and universal search endpoints.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Building Search and RAG for OpenAPI Specifications

Discover how to implement vector search and RAG capabilities for OpenAPI specifications, focusing on code summarization, metadata management, and practical UI development techniques.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Advancements and Challenges in Retrieval-Augmented Generation Systems

Explore the latest developments in Retrieval-Augmented Generation systems, their real-world applications, and key challenges in implementing AI-powered information retrieval and generation solutions.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Teaching Vector Databases at Scale

Discover how vector databases are being integrated into university curricula and online learning platforms, with insights on implementing RAG patterns and scaling database education.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Building a RAG Chatbot with LangChain, OpenAI, and Groq

Learn to build a RAG-powered chatbot from scratch using LangChain, OpenAI's GPT-3.5-turbo, and Qdrant vector database for enhanced knowledge retrieval and response generation.

• YouTube
• 20 minutes
• Self-Paced
• Free Video