AI Virtual Classroom Training - Generative AI & Agentic AI

Complete 25-Module Curriculum

5 Detailed Phases covering everything from Foundations to Production Deployment

PHASE 01: GenAI Foundations

AI Landscape 2026

From ANI to frontier models — the state of play

🛠 Build: AI Ecosystem Map, Model Selection Framework, API Integration Basics

How LLMs Work

Transformers, attention, tokenization & emergent intelligence

🛠 Build: Transformer Architecture Walkthrough, Context Management Strategy

Prompt Engineering Mastery

Zero-shot, few-shot, CoT, ToT & structured output techniques

🛠 Build: Structured JSON Output systems, DSPy Optimization pipelines

Multimodal AI Systems

Vision, audio, video & code — unified model architectures

🛠 Build: Image Analysis OCR, Voice Synthesis with Whisper, Multimodal Workflows

Fine-Tuning & PEFT

LoRA, QLoRA, instruction tuning — customise any model

🛠 Build: LoRA Fine-tuned Model on Consumer GPU/Colab

PHASE 02: RAG & Knowledge Systems

Vector Databases & Embeddings

Pinecone, Weaviate, pgvector — Semantic search fundamentals

🛠 Build: Multimodal Index (Image/Audio/Text) Vector Store

RAG Architecture

Naive RAG → Advanced RAG → Modular RAG pipelines

🛠 Build: Advanced Reranking & Contextual Compression systems

Advanced RAG Techniques

Self-RAG, Corrective RAG (CRAG), GraphRAG & hybrid search

🛠 Build: Hierarchical Indexing with RAPTOR

LangChain & LlamaIndex

Build production RAG apps with top orchestration libraries

🛠 Build: Composable chains with LCEL and Query Engines

Production RAG Systems

Evaluation, monitoring & optimising RAG at scale

🛠 Build: RAGAS Evaluation suite and Cost/Latency Dashboards

PHASE 03: Agentic AI Engineering

Agentic AI Fundamentals

ReAct loop, tool calling, memory types & cognitive architectures

🛠 Build: ReAct Reason-Loop from scratch in Python

OpenAI Agents SDK

Build production agents with Swarm, handoffs & guardrails

🛠 Build: SDR Sales Agent with Multi-Agent Handoffs

LangGraph Deep Dive

Stateful graph-based agents with checkpointing & HITL

🛠 Build: Browser Sidekick Project (Playwright + LangGraph)

CrewAI Multi-Agent Systems

Role-playing agent teams, crews, flows & task orchestration

🛠 Build: Stock Picker Financial Research Crew

Model Context Protocol (MCP)

Resources, Tools, Prompts & Sampling — the new agent standard

🛠 Build: Custom MCP Server for API/Database access

PHASE 04: Advanced Agentic Patterns

Multi-Agent Orchestration

Hierarchical, peer-to-peer & event-driven agent networks

🛠 Build: Engineering Team Agent (Manager, Coder, Tester, Reviewer)

Agent Memory & Persistence

Long-term persistent and structured episodic memory stores

🛠 Build: Mem0 + Zep persistent memory layer

Code & Browser Agents

Build agents that write, run code & control browsers

🛠 Build: E2B Sandboxed Code Interpreter Agent

Agent Evaluation & Safety

Benchmarking, red-teaming & responsible agentic AI

🛠 Build: Red-Teaming Adversarial testing suite

LLMOps & Agent Monitoring

Observability, tracing, cost control & production reliability

🛠 Build: OpenTelemetry Monitoring Stack for Agents

PHASE 05: Capstone & Deployment

Building AI Copilots

Domain-specific assistants for coding, research & business

🛠 Build: Research Assistant Copilot with streaming suggestions

Autonomous Workflow Agents

n8n, Zapier AI & no-code agentic automation pipelines

🛠 Build: Multi-app n8n AI Workflow Automation

AI Product Architecture

Design AI-native SaaS — APIs, streaming, caching & costs

🛠 Build: FastAPI AI Backend with WebSocket Streaming

Cloud Deployment & Scaling

AWS Bedrock, GCP Vertex, Azure AI — production deployment

🛠 Build: Dockerized Agent Deployment on AWS/GCP

Future of Agentic AI

Physical AI, agent economies, AGI timeline & roadmap

🛠 Build: 90-Day Personal Career Roadmap Strategy

📚 Class Format

▸ 1 hour per module (25 Hours Total)
▸ Intensive Engineering Focus
▸ Live Interactive Hands-on Labs

🛠 Tools Mastered

OpenAI SDK, LangGraph, CrewAI, MCP, RAGAS, Pincone, FastAPI, Docker

👥 Career Roadmap

Includes complete plan to transition into AI Engineering roles

Samir GenAI Academy

GenAI & Agentic AI Masterclass | 2026 Edition