Vector Embeddings Courses and Certifications

Understanding Embeddings and Vector Representations

Generate, compare, and store text embeddings in Python with OpenAI and Hugging Face models.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Understanding Embeddings and Vector Representations

Generate, compare, and store vector embeddings in Python using OpenAI and Hugging Face models.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Understanding Embeddings and Vector Representations

Learn to generate, compare, and efficiently store vector embeddings with OpenAI and Hugging Face models in Python.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Understanding Embeddings and Vector Representations

Learn to generate, compare, and store vector embeddings in Python using OpenAI and Hugging Face models.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Edureka

Vector Embeddings Fundamentals

Traces a reproducible path from Bag-of-Words vectors to Sentence Transformer embeddings and brute-force semantic search across product catalogues.

• Coursera
• 3 weeks, 2 hours a week
• Self-Paced
• Paid Course

Vector Embeddings Tutorial – Create an AI Assistant with GPT-4 & Natural Language Processing

2 ratings

Learn how text embeddings connect to vector databases to build an AI assistant with OpenAI and LangChain.

• freeCodeCamp
• Self-Paced
• Free Video

Telusko

Vector Embeddings and Tokens - Understanding Text Tokenization and OpenAI API Implementation

Discover how text transforms into numerical vectors through tokenization and embeddings, with practical OpenAI API examples to understand vector dimensions and machine learning fundamentals.

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

Data Science Dojo

Challenges of ML/AI Applications and Vector Embeddings with Weaviate - Part 3

Explore real-world ML/AI application challenges, from vector embeddings and search scaling to RAG implementation, with practical demos using Weaviate and insights into emerging AI architectures and common pitfalls.

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

Data Science Dojo

Introduction to Vector Embeddings and Weaviate - Part 1

Discover the fundamentals of vector embeddings, from Word2Vec to modern transformer models, while learning to implement embeddings using Weaviate, OpenAI, and Hugging Face for practical AI applications.

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

Vector Databases for Embeddings with Pinecone

Discover how the Pinecone vector database is revolutionizing AI application development!

• DataCamp
• 3 hours
• Self-Paced
• Free Trial Available

Coursera

Validate LLM Embeddings for Production Use

Validate embedding models for production: generate sentence-transformer embeddings, build FAISS indices, measure recall@k, spot bad clusters with UMAP, and benchmark accuracy, latency, and cost.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Embed Everything

Build a scalable embedding pipeline: turn raw text and images into vectors with pre-trained models, then validate them with t-SNE and nearest-neighbor analysis in Python.

• Coursera
• 2 weeks, 2 hours a week
• Self-Paced
• Paid Course

Scrimba

Retrieval-Augmented Generation (RAG) with Embeddings & Vector Databases

71 ratings at Coursera

Build a RAG chatbot proof of concept: create embeddings, store them in a Supabase vector database, chunk text, and run semantic and similarity searches.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Vector Search and Embeddings

19 ratings at Coursera

Build a search application on Vertex AI Vector Search: semantic search with text embeddings, hybrid semantic-keyword search, and retrieval-augmented generation that grounds answers and limits hallucinations.

• Coursera
• 4 hours 28 minutes
• Self-Paced
• Paid Course

Vector Databases: from Embeddings to Applications

12 ratings at Coursera

Build applications on vector databases: form embeddings, apply similarity search techniques, use fast search algorithms over large datasets, and create RAG and multilingual search apps.

• Coursera
• 1 hour 3 minutes
• Self-Paced
• Free Online Course