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Introduction

Welcome
Purpose and Principles
How to Use the Playbook

AI Fundamentals

The origins and evolution of AI
Key Concepts and Terminology
Traditional AI (ML) vs Foundational models (Gen AI)
AI vs. ML vs. Deep Learning vs. Generative AI
Introduction To Generative AI
Synthetic Data
Computer Vision

Generative AI

LLMs and Foundational Models
Foundation models 101
Architecture for LLM Applications (Emerging)
Prompt Engineering
Tokens and Optimization
Retrieval Augmented Generation (RAG)
Four Types Of RAG (from Microsoft)
Mixture of Experts (MoE)
Model Inference
Small Language Models
Reinforcement Learning from Human Feedback (RLHF)
Large Vision Models (LVMs)
Types of RAG

AI Agents

Types of Agents
Agent uses and examples
AI Agents
Agentic workflow
Intelligent Automation with AI Agents
AI agent challenges
Agentic RAG

Applying AI

Continuum for Applied AI
11 ways to apply Gen AI
AI-led automation
Chatbots
Microsoft 365 Co-Pilot

Use Cases

15 Best Gen AI Use Cases
Use Case Grid

Technologies and Tools

Top 3 AI Tools by Category
LLM app dev tools
Current LLM Landscape
ChatGPT Enterprise
OpenAI Playground
Vector Databases

AI Strategies

5-Steps to Identifying Winning AI Opportunities
How To Identify & Prioritize AI Opportunities
Create a compelling business case
Mastering Data Management for Business: A Comprehensive Guide

Risks & Security

Risks of AI
4 Top AI Risks Right Now
AI – Security Risk Checklist
AI Security Frameworks
Hallucinations and other risks

AI Safety

Explainable AI
AI Alignment
Ethical Considerations And Strategies
Handling Sensitive Information with AI

AI Governance

AI Center of Excellence
The regulatory landscape for AI
Current compliance situation
AI CoE checklist
Data governance: ensuring data integrity and accessibility
Crafting AI Policies for Transparency and Bias Mitigation

AI Implementation

Key Factors to Consider When Selecting a LLM

Resources and Further Learning

Free courses
Best AI Resources

Prompt Engineering

Chain of Thought Prompting
Effective Guide To Prompting
One-Shot Prompting
Self-Consistency Prompting

Thought Leadership

AI Spanning

AI Hardware

GPUs in AI

Robotics

Robotics and AI

LLM Evaluation

Practical LLM Evaluation Techniques
Methods and Frameworks for LLM Evaluation
LLM Evaluation Explained

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Home
Playbook
Applying AI

Applying AI

Continuum for Applied AI
11 ways to apply Gen AI
AI-led automation
Chatbots
Microsoft 365 Co-Pilot

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