Master RAG: Retrieval-Augmented Generation Systems [NEW]
Unlock the Power of AI with the RAG Triad: Advanced Techniques in Information Retrieval, Response Generation with RAG
Lo que serás capaz de hacer
Unlock the full potential of AI with our comprehensive course on Retrieval-Augmented Generation (RAG) Systems. Dive deep into the powerful RAG Triad and learn how to leverage advanced techniques in information retrieval, response generation, and agent-based architecture. Designed for AI enthusiasts, data scientists, and NLP professionals, this course provides everything you need to build state-of-the-art RAG systems that deliver accurate, contextually relevant, and coherent responses to complex queries. What You'll Learn: The RAG Triad: Understand the components of RAG systems, such as the retriever, generator, and Fusion Module, and how they work together to enhance information retrieval and response generation. Advanced Retrieval Techniques: Explore sparse and dense retrieval methods, including Dense Passage Retrieval (DPR), and learn how to implement hybrid retrieval approaches for superior accuracy. Coherent Response Generation: Master using advanced language models like GPT-3 to generate fluent and contextually appropriate responses based on retrieved documents. Hands-On Projects: Engage in practical exercises and real-world projects to build a complete RAG system from scratch and apply your skills in various applications such as search engines, customer support, and research. By the end of this course, you'll be equipped with the skills and knowledge to create robust RAG systems that can easily handle complex queries, making you a leader in AI. Enroll now to transform your AI capabilities and stay ahead in the ever-evolving field of artificial intelligence.
- Understanding the RAG Triad:Grasp the core components: Retriever, Generator, and Fusion Module.
- Advanced Retrieval Techniques: Explore sparse and dense retrieval methods, including Dense Passage Retrieval (DPR).
- Coherent Response Generation:Generate fluent and contextually appropriate responses based on retrieved documents.
- Query Expansion and Re-Ranking Techniques:Improve document relevance through re-ranking strategies.
Temario
UNIDAD 1 - Introduction · 3 leccionesUNIDAD 1 - Introduction
UNIDAD 1 - Introduction
- Introduction
- Course Structure
- Development Environment Setup
UNIDAD 2 - Download Code and Resources · 2 leccionesUNIDAD 2 - Download Code and Resources
UNIDAD 2 - Download Code and Resources
- PLEASE Watch this - How To Get the Source Code
- Download Course Resources
UNIDAD 3 - RAG (Retrieval-Augmented Generation) Deep Dive - Naive RAG vs Advanced RAG · 8 leccionesUNIDAD 3 - RAG (Retrieval-Augmented Generation) Deep Dive - Naive RAG vs Advanced RAG
UNIDAD 3 - RAG (Retrieval-Augmented Generation) Deep Dive - Naive RAG vs Advanced RAG
- Introduction to RAG and the RAG Triad - Overview
- Retrieval-Augmented Generation: What is RAG and Naive RAG Overview and Pitfalls
- Deep Dive into Each Naive RAG Drawbacks
- Long Context vs RAG - When to Choose Each [NEW]
- Check in
- Section 3 Quiz: Naive vs Advanced RAG
- Classify Four Failure Traces
- Tell the PM Which Layer Broke
UNIDAD 4 - Advance RAG Deep Dive - Advanced Techniques · 8 leccionesUNIDAD 4 - Advance RAG Deep Dive - Advanced Techniques
UNIDAD 4 - Advance RAG Deep Dive - Advanced Techniques
- Advanced RAG Techniques - Intro to Expansion with Generated Answers
- Hands-on - Expansion with Answers - Splitting Text
- Embedding the Chunks and Showing Them
- Adding Documents to the Vector Store and Performing Similarity Search
- Generating the Answer & Concatenating the Relevant Documents
- Plotting and Projecting the Embedded Results on Graph
- Query Expansion with Generated Answers - Summary
- Lab: Implement Query Expansion with Generated Answers
UNIDAD 5 - Hands-on: Advanced RAG Technique - Query Expansion with Multiple Queries · 6 leccionesUNIDAD 5 - Hands-on: Advanced RAG Technique - Query Expansion with Multiple Queries
UNIDAD 5 - Hands-on: Advanced RAG Technique - Query Expansion with Multiple Queries
- Query Expansion with Multiple Queries - Overview
- Getting Generated Augmented Queries
- Retrieving and Plotting Embeddings in a 2D Graph
- CHALLENGE: Your Turn
- Lab: Query Expansion with Multiple Queries
- Expansion with Multiple Queries Downsides & Summary
UNIDAD 6 - Hands-on - Advances RAG Technique: Re-Ranking with Cross-encoder · 6 leccionesUNIDAD 6 - Hands-on - Advances RAG Technique: Re-Ranking with Cross-encoder
UNIDAD 6 - Hands-on - Advances RAG Technique: Re-Ranking with Cross-encoder
- Re-ranking & Cross-encoder and Bi-encoders - Overview
- Ranking Long-tail Results with Cross-encoder
- Final Step - Pass the Ranked Documents through a LLM to Get Relevant Answer
- Re-ranking Summary
- Section 6 Quiz: Re-Ranking with Cross-Encoders
- Lab: Re-Rank Retrieved Documents with a Cross-Encoder
UNIDAD 7 - Hands-on - Advances RAG Technique: Dense Passage Retrieval DPR · 5 leccionesUNIDAD 7 - Hands-on - Advances RAG Technique: Dense Passage Retrieval DPR
UNIDAD 7 - Hands-on - Advances RAG Technique: Dense Passage Retrieval DPR
- Dense Passage Retrieval Overview
- The DPR technique - Full Hands-on
- DPR Summary
- Section 7 Quiz: Dense Passage Retrieval (DPR)
- Lab: Implement Dense Passage Retrieval (DPR) Question-Passage Matching
UNIDAD 8 - Other Advanced RAG Techniques - NEW Content · 11 leccionesUNIDAD 8 - Other Advanced RAG Techniques - NEW Content
UNIDAD 8 - Other Advanced RAG Techniques - NEW Content
- Other Techniques
- Get the Source Code for This Section
- Contextual Retrieval (Anthropic's Techinique)
- Late Chunking for Better Context
- Agentic RAG with LangGraph
- GraphRAG for Complex Reasoning
- Multimodal RAG with ColPali
- Advanced RAG - Summary
- Section 8 Quiz: Other Advanced RAG Techniques
- Implement a Bounded Retrieval Loop
- The CTO Read a Blog Post About GraphRAG
UNIDAD 9 - Wrap up - What's Next · 2 leccionesUNIDAD 9 - Wrap up - What's Next
UNIDAD 9 - Wrap up - What's Next
- What's Next
- Bonus Lecture
Tu certificado lo emite la SEP, no solo una plataforma
Al demostrar la competencia recibes un certificado emitido por la Secretaría de Educación Pública a través del Gobierno del Estado de México: un documento oficial que puedes presentar con confianza ante cualquier empleador o institución.
Tu certificado con INEC
- Lo emite la Secretaría de Educación Pública (SEP), a través del Gobierno del Estado de México
- Documento oficial con folio verificable en línea
- Lo otorga la Universidad Tecnológica Fidel Velázquez
Otras plataformas en línea
- Constancia privada emitida por la misma plataforma
- Solo acredita horas cursadas o asistencia
- Sin respaldo de una autoridad educativa
Tu itinerario, de la inscripción al certificado
- 1
Inscripción con pago único
Pagas $2,800 MXN una sola vez y entras de inmediato al curso.
- 2
Estudias a tu ritmo
9 unidades con videos, lecturas y actividades, disponibles 24/7 durante 12 meses.
- 3
Cuestionarios por unidad
4 cuestionarios para comprobar lo aprendido.
- 4
Certificado
Emitido por la SEP a través del Gobierno del Estado de México, con folio verificable.
Un certificado oficial de la SEP
![Muestra del certificado: Master RAG: Retrieval-Augmented Generation Systems [NEW]](https://www.institutoimec.edu.mx/wp-content/uploads/inec-landing/certificado-muestra.jpg)
Muestra · verificable por folio y QR
- Emitido por la Secretaría de Educación Pública (SEP), a través del Gobierno del Estado de México. No es una constancia privada: es un documento oficial, y ese respaldo marca la diferencia frente a otras plataformas en línea.
- Contenido impartido por Paulo Dichone | Software Engineer, AWS Cloud Practitioner & Instructor.
- Folio y QR verificables para compartirlo con quien te contrate.
Empieza hoy, a tu ritmo
Un solo pago y acceso inmediato al curso completo durante 12 meses.
- 9 unidades · 51 lecciones · 45 h
- 12 meses de acceso
- 4 cuestionarios de evaluación
- Certificado emitido por la SEP (Gob. del Estado de México) con folio verificable
Sobre tu inscripción
¿Cómo es el pago?
Un solo pago de $2,800 MXN. No hay mensualidades ni cargos recurrentes.
¿Cuánto tiempo tengo acceso?
12 meses desde tu inscripción, 24/7, para avanzar a tu ritmo.
¿Quién imparte el contenido?
El curso es impartido por Paulo Dichone | Software Engineer, AWS Cloud Practitioner & Instructor; INEC gestiona tu inscripción, evaluación y certificado.
¿Qué pasa cuando vence mi acceso?
Puedes renovar tu cuenta tú mismo desde la plataforma, sin trámites ni esperas.
