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
• On-Demand
• Paid Course

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
• On-Demand
• Free Video

Elvis Saravia

Ways to Solve Neural Search With Jina

Explore neural search techniques, from basics to advanced applications, using Jina for text, audio, and video. Learn to build efficient, scalable search engines with practical insights.

• YouTube
• 1 hour 19 minutes
• On-Demand
• 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
• On-Demand
• Free Video

Databricks

Databricks Vector Search - What, Why and How

Explore Databricks Vector Search for enhancing GenAI applications with semantic search capabilities, addressing challenges in scalability, accuracy, and production deployment.

• YouTube
• 27 minutes
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

OpenSource Connections

Personalizing Search Using Multimodal Latent Behavioral Embeddings

Explore personalized search using multimodal latent behavioral embeddings. Learn to integrate user behavior into modern search retrieval pipelines for RAG and end-user search, enhancing relevance and user experience.

• YouTube
• 45 minutes
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

OpenSource Connections

A Cheap Trick for Semantic Question Answering for GPU-Challenged Systems

Explore a cost-effective approach to semantic question answering using LLMs during indexing, combining text and vector matching for efficient search without GPU requirements.

• YouTube
• 46 minutes
• On-Demand
• Free Video