Vector Search Courses and Certifications

SkillUp EdTech

Vector Search with NoSQL Databases using MongoDB & Cassandra

22 ratings at Coursera

Learn to implement vector searches in MongoDB and Cassandra for AI applications. Gain skills in storing, indexing, and querying vectors to build efficient text similarity and recommendation systems.

• Coursera
• 4 hours 53 minutes
• On-Demand
• Free Online Course (Audit)

Getting Started with Vector Search and Embeddings

This is a self-paced lab that takes place in the Google Cloud console. In this lab, you will use text embeddings and Vertex AI vector search to find similar documents based on their text content.

• Coursera
• 1 hour 30 minutes
• On-Demand
• Paid Course

Retrieval Optimization: Tokenization to Vector Quantization

Master vector search optimization and tokenization techniques, from embedding models to HNSW algorithms. Learn to enhance RAG applications through quality metrics and quantization methods.

• Coursera
• 1 hour 30 minutes
• On-Demand
• Paid Course

James Briggs

Product Quantization for Vector Similarity Search - Python

Learn to compress high-dimensional vectors using product quantization, reducing memory usage by 97% and improving search speeds by 92x. Includes Python implementation and visualization techniques.

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

James Briggs

HNSW for Vector Search Explained and Implemented with Faiss - Python

Demystifying HNSW algorithm for vector similarity search, explaining its foundations, implementation with Faiss, and optimization techniques for top-performing indexes in approximate nearest neighbor searches.

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

James Briggs

Metadata Filtering for Vector Search - Latest Filter Tech

Explore advanced metadata filtering techniques for vector search, including pre-filtering, post-filtering, and single-stage filtering. Learn to implement efficient filters on massive datasets using Pinecone's solution.

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

Open Data Science

Vector Search - A Gentle Introduction - Zain Hasan

Explore vector search technology, its applications in semantic search and recommendation systems, and learn about implementing real-time vector search with CRUD support for production-scale ML models.

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

Wikipedia Vector Search Demo with Weaviate

Explore semantic search through Wikipedia using Weaviate, featuring demos of vector search, question answering, and applications in various domains like protein folding and natural language processing.

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

Search with Vectors - Simon Hughes

Explore vector-based search techniques and their applications in modern information retrieval systems for improved accuracy and efficiency.

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

Cohere

Vector Search and Embeddings in Organizations - Harnessing Language Models and Vector Indexing

Explore vector search, embeddings, and indexing with experts. Learn to leverage large language models for NLP tasks and implement solutions using vector databases in various environments.

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

Elastic

ElasticON Public Sector - The Search for Relevance with Vector Search

Explore vector search in public sector applications, enabling semantic queries with text, images, and audio. Learn about intelligent discovery and NLP integration in Elastic's search solutions.

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

Vector Search in Elasticsearch 8

Explore vector search in Elasticsearch 8, covering basics, indexing, efficient search algorithms, and machine learning model integration for advanced similarity-based applications.

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

Vector Search Isn't Enough

Explore how combining vector search, generative AI, and traditional search approaches with enriched content and secure data retrieval can enhance commercial applications of Large Language Models.

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

MongoDB

Vector Search- Powering the Next Generation of Applications

Explore Vector Search in MongoDB Atlas, learn core concepts, embedding techniques, and use cases. Includes a demo on vectorizing, inserting, and querying data for semantic similarity.

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

Elastic

ElasticON EMEA - The Search for Relevance with Vector Search

Explore vector search in Elastic, enabling semantic queries for text, images, and audio. Learn about new intelligent discovery methods and combining vector with traditional search techniques.

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