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GenAI Fundamentals
GenAI Fundamentals
Terminology
Business Value
Implementation Challenges
Responsible AI
Current State of GenAI
Core Concepts
Core Concepts
Key Primitives
Key Primitives
The Input Interface - Prompts
Model Outputs
Context Windows
Tokens
Embeddings
Vector Databases
RAG
Fine-tuning
Agents
Integration Patterns
Model Context Procotol (MCP)
Model Types
Data Engineering
Data Engineering
Foundation
Core Data Quality
CookBooks
Prompt Engineering
Prompt Engineering
Key Terminology
Tokens and Embeddings
Core Components
Context and Memory
Temperature and Sampling
Input/Output Relationships
Prompt Composition
Technical Limitations
RAG
RAG
Ingest Pipelines
Retrieval Pipelines
Generation Pipelines
Advanced RAG Patterns
Performance Tuning
Pre-retrieval Techniques
Retrieval Optimization
Post-retrieval Optimization
Structured RAG
Multimodal RAG
Fine-tuning
Fine-tuning
Overview
Full Fine-tuning
PEFT
PEFT
Overview
LoRA
QLoRA
Preference Alignment
Preference Alignment
Overview
RLHF
DPO
GRPO
Distillation
Inference
Inference
Online Inference
Async Inference
Model Serving
Orchestration
Orchestration
Fan-out/Fan-in
Prompt Chaining
Human-in-the-loop
Agents
Agents
Getting Started
Workflows
Autonomous Agents
Multi-Agent Applications
Development and Deployment
Development and Deployment
Testing and Evaluation
Hallucination Management
Evaluation
Evaluation
Introduction
Model Evaluation
Prompt Evaluation
Evaluation Techniques
Evaluation Techniques
Overview
LLM as a Judge
Rubric Based Evaluation
Traditional Metrics
Domain Specific Evaluation
Domain Specific Evaluation
Overview
RAG Systems
Document Processing
Chatbot Systems
Summarization Systems
Agentic Workflow
Text2SQL Systems
Video Understanding
Evaluation at Scale
Output Customization
Architecture Patterns
Architecture Patterns
System Design
System Design
Architecture Components
Architecture Components
Application Interface
Application Engine
Memory System
LLM Gateway
Knowledge Base
Tool Gateway
Application Observability
Additional Components
Additional Components
Human-in-the-Loop
Architecture Design Patterns
Architecture Design Patterns
Chatbot Architecture
Intelligent Document Processing
Intelligent Document Processing
Document Ingestion
Information Extraction
Multimodal AI System
Multimodal AI System
Multimodal Understanding
Image Generation
Video Generation
NL-based Data Insight
NL-based Data Insight
Text-to-SQL Application
Generative BI
Scalability
Scalability
Application & Runtime Optimization
Application & Runtime Optimization
Application Performance
Application Performance
T-Shirt Sizing
Performance Monitoring
Runtime Environment
Model Inference Optimization
Model Inference Optimization
Model Selection
Model Quantization
Model Parallelization
Model Distillation
Model Deployment
Other Optimizations
Security & Privacy
Security & Privacy
Prompt Injection & Jailbreak
Content Safety & Filtering
Authentication & Authorization
Multi-tenant Security
Compliance and Data Protection
Regulatory Governance
Cost Optimization
Cost Optimization
Business Strategy and Value
Cost Estimation
Optimization Strategy
Tracking and Monitoring
Resilience
AI Ops
AI Ops
Building GenAI Applications
Creating/Fine-tuning Models
Deploying GenAI Applications
Data Management
Production Framework
Production Framework
Business Strategy
Data Foundation
Training
Governance
Responsible AI
SDLC
Operations
Adoption Framework
Adoption Framework
Vision & Strategy
Vision & Strategy
Organizational AI Vision
Value Identification
ROI Framework
AI Centers of Excellence
AI Centers of Excellence
AI CoE
Organizational Design
Risk and Compliance
Implementation
Implementation
Change Management
Examples & References
Examples & References
Industry Deployments
Industry Deployments
Financial Services
Financial Services
Personalized Customer Onboarding
Anti-Money Laundering (AML) Investigation
Retail
Retail
Smart Product Onboarding
Healthcare
Healthcare
Smart Prescrition Reader
Cross-industry
Cross-industry
Intelligent Document Processing
Customer Service Assistant
Dynamic Document Management with GraphRAG
Automated Contract Compliance Analysis
Multi-Page Document Analysis
RFP Answer Generation
Next-Generation Marketing Campaign
Self-Service Analytics Platform
Case Studies
Case Studies
Financial Services
Manufacturing
Resources
Resources
AWS Services
Tools & Libraries
Tools & Libraries
AI Agents
Model Development
Community Support
ISV Focus
ISV Focus
Selling with AWS
COGS & ROI
Multi-tenancy
IP Protection
Control & Data Planes
Contributing
Roadmap
Content Roadmap
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