robaita
MCP Serverrobaitapublic

gen_ai_tutorials

This repository complements my Generative AI course, offering essential concepts, code examples, and practical tools. Topics include: Attention & Transformers Deep Learning Foundations Retrieval-Augmented Generation (RAG) Model Context Protocol (MCP) Agentic AI Systems

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About This Server

This repository complements my Generative AI course, offering essential concepts, code examples, and practical tools. Topics include: Attention & Transformers Deep Learning Foundations Retrieval-Augmented Generation (RAG) Model Context Protocol (MCP) Agentic AI Systems

Model Context Protocol (MCP) - This server can be integrated with AI applications to provide additional context and capabilities, enabling enhanced AI interactions and functionality.

Documentation

🚀 Generative AI Training Program Overview

This repository presents a comprehensive and modular Generative AI Training Plan, designed to equip learners with both foundational knowledge and advanced skills in modern AI systems. The multi-week curriculum systematically covers theory, architecture, and practical applications of LLMs, multimodal AI, and autonomous agents.

🧠 Key Components

🔹 AI Ecosystem & Evolution

Understand the progression from traditional AI to Deep Learning, Reinforcement Learning, and Generative AI, with a detailed look at the LLM ecosystem and evaluation methods.

🔹 Prompt Engineering

Learn and apply techniques like zero-shot, few-shot, chain-of-thought, and tree-of-thought prompting to harness LLM capabilities effectively.

🔹 Deep Learning Foundations

Explore core concepts including multilayer perceptrons (MLPs), activation functions, backpropagation, and RNNs.

🔹 Transformers & Attention

In-depth coverage of self-attention, transformer architecture, and encoder-decoder variants powering today’s state-of-the-art models.

🔹 LLM Internals & Fine-Tuning

Dive into LLM architecture, training strategies, and techniques for customizing models to domain-specific tasks.

🔹 Agentic AI

Introduction to autonomous AI agents that perform goal-driven tasks with memory, reasoning, and tool usage capabilities.

🔹 RAG (Retrieval-Augmented Generation)

Learn to integrate LLMs with external knowledge sources for dynamic, context-rich response generation in enterprise applications.

🔹 MCP (Multimodal Co-Pilot)

Explore the future of AI through multimodal systems that combine text, vision, and voice for next-generation user experiences.


Whether you're a researcher, engineer, or enthusiast, this training plan provides a guided pathway to mastering the theory and practice of Generative AI and its real-world applications.

Course Content

Lecture NameTopic Covered
Lecture-1History of AI, Paradigm Shifts in AI, AI vs ML vs DL, Generative AI, Reinforcement Learning and Autonomous Agents
Lecture-2Evolution of Language Models, Prompt Engineering: Zero shot, Few Shot, Chain of Thought, Chan of Thought, Multi Turn Prompting, Role Play
Lecture-3Neuron architecture (input, weights, bias, output), Forward propagation in MLP, Multi-layer structure (hidden layers), Weight initialization

Generative AI Training

document

Quick Start

1

Clone the repository

git clone https://github.com/robaita/gen_ai_tutorials
2

Install dependencies

cd gen_ai_tutorials
npm install
3

Follow the documentation

Check the repository's README.md file for specific installation and usage instructions.

Repository Details

Ownerrobaita
Repogen_ai_tutorials
LanguageJupyter Notebook
License-
Last fetched8/10/2025

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