Text Embedding Courses and Certifications

Coursera

Product Reviews Text-based Search - OpenAI Text Embedding

Build a Python application that searches 89 customer product reviews with OpenAI text-embedding models via the OpenAI API.

• Coursera
• 5 hours 23 minutes
• Self-Paced
• Paid Course

Introduction to Embeddings with the OpenAI API

3166 ratings at DataCamp

Enable Powerful AI Applications Embeddings allow us to represent text numerically, capturing the context and intent behind the text.

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

Text Representation Techniques for RAG Systems

Learn to represent text for RAG by comparing Bag-of-Words and sentence embeddings for document retrieval and semantic search.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Text Representation Techniques for RAG Systems with Java

Compare Bag-of-Words and sentence embeddings in Java for document retrieval and semantic search in RAG systems.

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

Text Representation Techniques for RAG Systems

Compare Bag-of-Words and semantic embeddings for RAG retrieval, using JavaScript to build similarity search and visualize sentence embeddings with t-SNE.

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

Text Representation Techniques for RAG Systems with Rust

Compare Bag-of-Words and sentence embeddings for document retrieval and semantic search in RAG systems, including t-SNE visualization.

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

Understanding and Applying Text Embeddings

69 ratings at Coursera

Use text embeddings for classification, clustering, outlier detection, and semantic search, then combine ScaNN retrieval with an LLM to build a question-answering system on Vertex AI.

• Coursera
• 1 hour 30 minutes
• Self-Paced
• Free Online Course

Embedding Models: From Architecture to Implementation

Build and train a dual encoder with contrastive loss, exploring word, sentence, and cross-encoder embeddings, BERT for semantic search, and retrieval in a RAG pipeline.

• Coursera
• 1 hour 30 minutes
• Self-Paced
• Free Online Course

Coursera

Product Recommender System: OpenAI Text Embedding

Build a product recommendation prototype in Python: embed 2000 product titles and descriptions with OpenAI text embedding models and match them to a user's recently viewed items.

• Coursera
• 2 hours 1 minute
• Self-Paced
• Paid Course

How to Benchmark Embedding Models On Your Own Data

Learn to benchmark embedding models on custom multilingual datasets by extracting PDF text, generating question-answer pairs, and applying statistical tests and metrics.

• freeCodeCamp
• 3 hours 48 minutes
• Self-Paced
• Free Video

Code with Ania Kubów

Vector Embeddings for Beginners - OpenAI

Learn to create and utilize vector embeddings for AI applications, including text analysis, database integration, and building an AI assistant using OpenAI and Langchain.

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

James Briggs

Sentence Similarity With Transformers and PyTorch

Implement sentence semantic similarity in Python by mean-pooling BERT hidden states into vectors and comparing them with cosine similarity.

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

Shaw Talebi

Text Embeddings, Classification, and Semantic Search with Python Code

Explore text embeddings for classification and semantic search with Python. Learn to transform text into computable vectors for powerful NLP applications.

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

AI Engineer

The Hidden Life of Embeddings - Visualizing, Manipulating, and Interpreting Text Embeddings

Explore advanced techniques for visualizing, manipulating, and interpreting text embeddings beyond vector search, including t-SNE, UMAP, PCA, and novel tools for understanding embedding features.

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

GeeCON Conference

Harnessing the Power of LLM Text Embeddings

Explore LLM text embeddings for sales tech, covering retrieval, pattern mining, and tailored embeddings to unlock insights from sales conversations at scale.

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