Master Retrieval-Augmented Generation (RAG) Systems [NEW]

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Paulo Dichone | Software Engineer, AWS Cloud Practitioner & Instructor

1:38:31

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1. Introduction

1. Introduction.mp4

01:54

2. Course Structure.mp4

00:49

3. Development Environment Setup.mp4

01:23

2. Resource Download

1.1 Advanced Retrieval-Augmented Generation (RAG) and Agent-Based Architectures.pdf

1. Download Course Resources.html

3. RAG (Retrieval-Augmented Generation) Deep Dive - Naive RAG vs Advanced RAG

1. Introduction to RAG and the RAG Triad - Overview.mp4

03:03

2. What is RAG and Naive RAG Overview and Pitfalls.mp4

08:50

3. Deep Dive into Each Naive RAG Drawbacks.mp4

06:11

4. Advance RAG Deep Dive - Advanced Techniques

1. Advanced RaG Techniques - Intro to Expansion with Generated Answers.mp4

05:58

2. Hands-on - Expansion with Answers - Splitting Text.mp4

05:08

3. Embedding the Chunks and Showing Them.mp4

03:03

4. Adding Documents to the Vector Store and Performing Similarity Search.mp4

02:53

5. Generating the Answer & Concatenating the Relevant Documents.mp4

05:16

6. Plotting and Projecting the Embedded Results on Graph.mp4

05:24

7. Query Expansion with Generated Answers - Summary.mp4

01:30

5. Hands-on Advanced RAG Technique - Query Expansion with Multiple Queries

1. Query Expansion with Multiple Queries - Overview.mp4

03:05

2. Getting Generated Augmented Queries.mp4

05:38

3. Retrieving and Plotting Embeddings in a 2D Graph.mp4

07:01

4. CHALLENGE Your Turn.mp4

00:34

5. Expansion with Multiple Queries Downsides & Summary.mp4

01:23

6. Hands-on - Advances RAG Technique Re-Ranking with Cross-encoder

1. Re-ranking & Cross-encoder and Bi-encoders - Overview.mp4

04:50

2. Ranking Long-tail Results with Cross-encoder.mp4

07:24

3. Final Step - Pass the Ranked Documents through a LLM to Get Relevant Answer.mp4

04:53

4. Re-ranking Summary.mp4

00:57

7. Hands-on - Advances RAG Technique Dense Passage Retrieval DPR

1. Dense Passage Retrieval Overview.mp4

02:14

2. The DPR technique - Full Hands-on.mp4

04:50

3. DPR Summary.mp4

00:58

8. Other Advanced RAG Techniques

1. Other Techniques.mp4

01:18

9. Wrap up - Whats Next

1. Whats Next.mp4

02:04

Description

Unlock the Power of AI with the RAG Triad: Advanced Techniques in Information Retrieval, Response Generation

What You'll Learn?

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.

Who is this for?

AI Enthusiasts: Eager to explore advanced AI and NLP techniques.

Data Scientists: Seeking to enhance their information retrieval skills.

NLP Professionals: Aiming to master RAG systems for complex queries.

Tech Innovators: Looking to apply cutting-edge AI in real-world applications.

What You Need to Know?

Basic Understanding of AI and NLP Concepts: Familiarity with foundational AI and NLP principles.

Programming Experience: Proficiency in Python, as it will be the primary programming language used.

More details

Description
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 and NLP.

Enroll now to transform your AI capabilities and stay ahead in the ever-evolving field of artificial intelligence.
Who this course is for:
AI Enthusiasts: Eager to explore advanced AI and NLP techniques.
Data Scientists: Seeking to enhance their information retrieval skills.
NLP Professionals: Aiming to master RAG systems for complex queries.
Tech Innovators: Looking to apply cutting-edge AI in real-world applications.

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Hi, I'm Paulo. I am passionate about teaching people Android, Java, and Flutter development. I have taught over 200,000 students in 175 countries worldwide. I have extensive experience in Mobile App Development (Android and iOS) Web Development, and AWS Cloud.My goal is to make you a great developer and AWS cloud Practitioner no matter your experience. In addition, I enjoy spending time with my growing family, playing the guitar mandolin, and traveling in my spare time. I look forward to helping you become the best developer & AWS Cloud Practitioner you can be. If you are new to Android development and my courses, I suggest you start with my most comprehensive Android course: 1. The Comprehensive 2020 Android Development Masterclass - You'll learn everything you need to know to get started with Android Development - no experience required!Next: 2. The Complete Intermediate Android Masterclass - You'll learn intermediate Android topics such as Work manager API, ROOM Database, and working in the background in Android.Cross-platform Development courses & Web-related (Build iOS and Android Mobile Apps): 3. Flutter & Dart - The Complete Flutter App Development Course - Learn the Dart Programming language and build iOS and Android Apps with a single codebase. 4. AngularDart - Build Dynamic Web Apps with Angular & Dart - Unleash the power of one of the most used web development frameworks, Angular and Dart, to build dynamic web apps. 5. TornadoFX - Build JavaFX Applications With Kotlin - Leverage the modern programming language, Kotlin, and JavaFX libraries to build stunning desktop appsFor AWS Cloud Courses: 1. Amazon EC2 Master Class (with Auto Scaling & Load Balancer) 2. Amazon ECS & Fargate Masterclass 3. Amazon EKS with Kubernetes 4. AWS AppSync & Amplify 5. AWS Lambda and the Serverless FrameworkPurely Java-based courses:6. Java Masterclass - Beginner to Expert Guide - Want to learn Java from the ground up? Then this is the course you'll need.7. Java Design Patterns - The Complete Masterclass - Learn how to build reliable software using well-tested, proven Design Patterns.I look forward to seeing you in my courses.

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