Semantic Search Courses and Certifications

Large Language Models with Semantic Search

Enhance search capabilities using LLMs, exploring dense retrieval and reranking techniques to improve relevance and effectiveness beyond traditional keyword-based methods.

• Coursera
• 1 hour 3 minutes
• Self-Paced
• Paid Course

James Briggs

NLP for Semantic Search Course

Master NLP techniques for semantic search and vector databases through dense vectors, sentence transformers, fine-tuning methods, and question-answering systems.

• YouTube
• 9 hours 2 minutes
• Self-Paced
• Free Video

Mervin Praison

TxtAI - Simplifying RAG and Semantic Search with an All-in-One Embeddings Database

Explore TxtAI: all-in-one solution for semantic search, LLM orchestration, and language model workflows. Learn embeddings, indexing, and advanced text processing techniques.

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

OpenSource Connections

Better Semantic Search with Hybrid Sparse-Dense Search - Haystack US 2023

Explore hybrid search techniques combining sparse and dense embedding models to enhance semantic search accuracy and effectiveness in various scenarios.

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

AWS Events

Making Semantic Search and RAG Real - How to Build a Production-Ready Application

Discover how to operationalize enterprise-grade AI search with LLMs, focusing on secure and scalable private data retrieval, kNN search implementation, and cross-cloud data management solutions.

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

James Briggs

Using Semantic Search to Find GIFs

Learn to build a GIF search engine using semantic search, exploring data preparation, vector databases, and querying techniques for more accurate and context-aware results.

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

David Shapiro ~ AI

Semantic Search for AI - Testing Out Qdrant Neural Search

Explore semantic search implementation using Qdrant, covering Docker setup, data cleaning, microservice creation, and leveraging sentence embeddings for improved AI-powered search capabilities.

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

BasisTech

Scaling Conceptual Semantic Search to Terabytes

Scaling semantic search for enterprise performance: methods to achieve 500M comparisons per second on commodity hardware, with focus on alerting platforms for data ingestion and analysis.

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

Open Data Science

Semantic Search: Revolutionizing Information Retrieval - Nils Reimers

Explore semantic search's power to enhance retrieval accuracy using pre-trained transformer networks. Learn how it overcomes lexical limitations and improves multilingual search efficiency across 100+ languages.

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

Data Science Dojo

Vector Embeddings for Semantic Search Made Easy with Practical Tips

Explore vector embeddings for semantic search, learning techniques to create meaningful representations, efficient similarity search algorithms, and practical strategies for enhanced information retrieval.

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

Conf42

The Future of Search - Empowering Semantic Search with LLMs

Explore the evolution of search technology, focusing on vector databases and LLMs. Learn about semantic search setup, real-world applications, and see a practical demonstration.

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

OpenSource Connections

Retro Relevance: Lessons Learned Balancing Keyword and Semantic Search

Explore strategies for enhancing search relevance by combining traditional keyword-based methods with semantic search, addressing limitations and improving user satisfaction.

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

OpenSource Connections

CLAP With Me: Step-by-Step Semantic Search on Audio Sources

Explore CLAP for semantic search on audio data. Learn to build an application generating CLAP embeddings, indexing to Opensearch, and implementing audio-based semantic queries.

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

All Things Open

Search in the AI Era: How Semantic Search and Agentic AI Are Revolutionizing Information Discovery

Explore how large language models are transforming information discovery through semantic search and agent-based systems, with insights on natural language understanding, personalized experiences, and the future of AI-powered search.

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

MLCon | Machine Learning Conference

Practical LLM Fine-Tuning for Semantic Search

Explore fine-tuning LLMs for semantic search in specialized domains. Learn data requirements, training techniques, and practical insights to enhance search capabilities using open-source tools.

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