Multimodal RAG: Chat With Text, Images And Videos | Multimodal RAG Project | Simplilearn

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In this video on Introduction to Multimodal RAG System, we explore how Retrieval-Augmented Generation (RAG) is enhanced by incorporating multiple data types like text, images, audio, and video, significantly boosting AI capabilities.

We begin with a clear introduction to Multimodal RAG, outlining fundamental concepts and highlighting its significance in modern AI. Next, we explain the Multimodal RAG Architecture, providing insights into how different data formats seamlessly integrate to deliver precise responses.

The video further covers essential techniques for Multimodal RAG Video Preprocessing, helping you effectively manage and prepare video content for improved AI interpretation. Additionally, you'll understand the importance of Vector Databases in RAG, exploring their role in enabling rapid and accurate retrieval of multimodal data.

We also introduce Large Vision-Language Models (LVLMs), showcasing their ability to bridge textual and visual contexts, thus enhancing multimodal interactions. Lastly, we discuss Multimodal LangChain, demonstrating how it can streamline complex workflows and integrations for practical multimodal RAG implementations.

⏩ Check out More AI and ML Videos By Simplilearn:    • 🔥Artificial Intelligence [2026 Updated]  |...  

#generativeAI #LangChain #MultimodalRAG #RAG #AI #GenAI #ArtificialIntelligence #simplilearn #2025

➡️ About Professional Certificate Program in Generative AI and Machine Learning

Dive into the future of AI with our Generative AI & Machine Learning course, in collaboration with E&ICT Academy, IIT Guwahati. Learn tools like ChatGPT, OpenAI, Hugging Face, Python, and more. Join masterclasses led by IITG faculty, engage in hands-on projects, and earn Executive Alumni Status.

Key Features:
✅ Program completion certificate from E&ICT Academy, IIT Guwahati
✅ Curriculum delivered in live virtual classes by seasoned industry experts
✅ Exposure to the latest AI advancements, such as generative AI, LLMs, and prompt engineering
✅ Interactive live-virtual masterclasses delivered by esteemed IIT Guwahati faculty
✅ Opportunity to earn an 'Executive Alumni Status' from E&ICT Academy, IIT Guwahati
✅ Eligibility for a campus immersion program organized at IIT Guwahati
✅ Exclusive hackathons and “ask-me-anything” sessions by IBM
✅ Certificates for IBM courses and industry masterclasses by IBM experts
✅ Practical learning through 25+ hands-on projects and 3 industry-oriented capstone projects
✅ Access to a wide array of AI tools such as ChatGPT, Hugging Face, DALL-E 2, Midjourney and more
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies

Skills Covered:
✅ Generative AI
✅ Prompt Engineering
✅ Chatbot Development
✅ Supervised and Unsupervised Learning
✅ Model Training and Optimization
✅ Model Evaluation and Validation
✅ Ensemble Methods
✅ Deep Learning
✅ Natural Language Processing
✅ Computer Vision
✅ Reinforcement Learning
✅ Machine Learning Algorithms
✅ Speech Recognition
✅ Statistics

Learning Path:
✅ IITG AI: Program Induction
✅ IITG AI: Programming Fundamentals
✅ IITG AI: Python for Data Science (IBM)
✅ IITG AI: Applied Data Science with Python
✅ IITG AI: Machine Learning
✅ IITG AI: Deep Learning with TensorFlow (IBM)
✅ IITG AI: Deep Learning Specialization
✅ IITG AI: Essentials of Generative AI, Prompt Engineering & ChatGPT
✅ IITG AI: Advanced Generative AI
✅ IITG AI: Capstone
Electives:
✅ IITG AI: ADL & Computer Vision
✅ IITG AI: NLP and Speech Recognition
✅ IITG AI: Reinforcement Learning
✅ IITG AI: Academic Masterclass
✅ IITG AI: Industry Masterclass

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