Retrieval-augmented generation (RAG) courses can help you learn how to combine information retrieval with generative models, enhancing the quality of AI outputs. You’ll explore techniques for integrating external knowledge sources, fine-tuning models for specific tasks, and evaluating the effectiveness of generated content.

Pragmatic AI Labs
Skills you'll gain: Amazon Bedrock, Token Optimization, Generative AI, AWS SageMaker, Retrieval-Augmented Generation, LLM Application, Large Language Modeling, AI literacy, Amazon Web Services, Amazon Elastic Compute Cloud, No-Code Development, AI Integrations, Model Deployment, Model Optimization, Technology Solutions, Rust (Programming Language), Package and Software Management
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Vector Databases, Embeddings, Retrieval-Augmented Generation, Model Optimization, Data Ethics, Responsible AI, Model Evaluation, Performance Tuning, Performance Testing
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Vector Databases, Embeddings, AI Integrations, AI Workflows, Generative AI, Artificial Intelligence, Data Storage, Databases, Retrieval-Augmented Generation, Scalability, Anomaly Detection, Unstructured Data
Beginner · Course · 1 - 3 Months
STARWEAVER
Skills you'll gain: ChatGPT, Application Programming Interface (API), Incident Management, Prompt Engineering, Python Programming, Security Awareness, API Design, Network Analysis
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Large Language Modeling, Retrieval-Augmented Generation, LangChain, LLM Application, Natural Language Processing, Data Ethics, Responsible AI, Text Mining, Embeddings, Deep Learning, Generative AI, Fine-tuning, Artificial Intelligence, Classification Algorithms, Machine Learning Methods, Data Preprocessing, Applied Machine Learning, Machine Learning, Model Optimization, Model Evaluation
Intermediate · Course · 1 - 3 Months

Pragmatic AI Labs
Skills you'll gain: Amazon Bedrock, Amazon Web Services, Agentic Workflows, LLM Application, Anthropic Claude, Generative AI Agents, Agentic systems, Retrieval-Augmented Generation, Tool Calling, AI Integrations, Cloud Computing, Generative AI, Model Deployment, Prototyping, Bash (Scripting Language), Embeddings, Large Language Modeling, Restful API, Prompt Engineering, Rust (Programming Language)
Beginner · Course · 1 - 4 Weeks

Pragmatic AI Labs
Skills you'll gain: Amazon Bedrock, MLOps (Machine Learning Operations), Amazon Web Services, AWS SageMaker, AI Workflows, Retrieval-Augmented Generation, Shell Script, IT Automation, Unix Shell, Command-Line Interface, AI Integrations, AI Security, Prototyping, Model Deployment, Large Language Modeling, Generative AI, Data Management
Beginner · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Prompt Engineering, LLM Application, Generative AI, Retrieval-Augmented Generation, Large Language Modeling, Multimodal Prompts, Google Cloud Platform
Intermediate · Course · 1 - 3 Months

Whizlabs
Skills you'll gain: Amazon Bedrock, Retrieval-Augmented Generation, Large Language Modeling, Responsible AI, Generative AI, Generative Model Architectures, Generative AI Agents, Embeddings, Vector Databases, LLM Application, AI Enablement, AI Integrations, Enterprise Architecture, Governance, Model Deployment, Fine-tuning, Model Evaluation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, LLM Application, Large Language Modeling, Model Evaluation, Embeddings, Context Management, Vector Databases, Artificial Intelligence, Scalability, Performance Metric, Machine Learning, Application Programming Interface (API), Continuous Improvement Process
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Applied Machine Learning, Metadata Management, LangChain, Document Management, Embeddings, LLM Application, Large Language Modeling, Data Management, Model Evaluation, AI Integrations, Data Pipelines, Application Programming Interface (API), Software Installation, Debugging
Intermediate · Course · 1 - 3 Months

Whizlabs
Skills you'll gain: Amazon Bedrock, Retrieval-Augmented Generation, Generative AI, Responsible AI, Generative AI Agents, AI Integrations, Model Evaluation, Model Training, Amazon Web Services, LLM Application, Model Deployment, Large Language Modeling, Amazon S3
Beginner · Course · 1 - 4 Weeks