The AI Organization Learn from Real Companies and Microsoft’s Journey How to Redefine Your Organization with AI 1st Edition by David Carmona ISBN 1492057371 978-1492057376

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ISBN 10: 1492057371
ISBN 13: 978-1492057376
Author: David Carmona

Much in the same way that software transformed business in the past two decades, AI is set to redefine organizations and entire industries. Just as every company is a software company today, every company will soon be an AI company.

This practical guide explains how business and technical leaders can embrace this new breed of organization. Based on real customer experience, Microsoftâ??s David Carmona covers the journey necessary to become an AI Organizationâ??from applying AI in your business today to the deep transformation that can empower your organization to redefine the industry.

You’ll learn the core concepts of AI as they are applied to real business, explore and prioritize the most appropriate use cases for AI in your company, and drive the organizational and cultural change needed to transform your business with AI.

The AI Organization Learn from Real Companies and Microsoft’s Journey How to Redefine Your Organization with AI 1st Table of contents:

1. The AI Organization Defined

The Emergence of AI

AI Capabilities

Learning

Perception

Cognition

AI Capabilities Cheat Sheet

The AI Organization

AI Hero: Kriti

2. The Technical Transformation: Bringing AI to Every Application

Understanding Your Application Portfolio

Approaches to Software Transformation with AI

Infusing AI into Your Applications

Creating More Engaging Applications

Creating More Productive Applications

Creating New Applications with Conversational AI Interfaces

Approaches to Your Conversational AI Strategy

Omni-Bots

Omni-Channel Bots

AI Hero: Athina

3. The Business Transformation: Bringing AI to Every Business Process

Transforming Your Business Units

Identifying and Evaluating Use Cases

Typical AI Use Cases

Horizontal Processes

Marketing

Sales

Finance

Human Resources

IT and Software Development

Customer Service

Vertical Processes

Manufacturing

Financial Services

Retail

Public Sector

Health Care

AI Hero: Tanya

4. The People Transformation: Bringing AI to Every Employee

The Birth of the Citizen Data Scientist

Democratization of Knowledge

Democratization of AI Consumption

Democratization of AI Creation

AI Democratization Scenarios

Managing Shadow AI

AI Hero: Chema

5. The Culture of Collaboration: Organizing Teams

From Projects to Products to Platform

Architecting Teams for a Platform Approach: MLOps

The Agile Loop of MLOps

Creating an AI Team

Where Should the AI Team Report To?

Building Versus Buying

6. The Culture of Data: Leveraging Your Data Estate

Technologies Involved

Operational Data Stores

Data Warehouses

Data Lakes

Knowledge Graphs

Consolidating Your Data Estate: Data Hubs

Data-Driven Culture

AI Hero: Cristian

7. The Culture of Talent: Upskilling Your Organization

Skills for Technical Departments

Skills for Business Units

Skills for Any Employee

Strategies for Talent Development

Technical Training

Business Training

Hiring for the AI Organization

AI Hero: Cathy

8. The Culture of Ethics: Responsible AI

Responsible AI Principles

Fairness

Reliability And Safety

Privacy And Security

Inclusiveness

Transparency

Accountability

The Responsible AI Development Lifecycle

Definition

Development

Operations

Practices for the Responsible AI Lifecycle

9. The AI Heroes

A. AI Crash Course for Business Leaders

Creating Your First Python Application

Installing the Development Environment

Python Fundamentals

Learn More

Consuming Your First AI Service

Configuring the Service

Consuming the Service from Python

Using Text Analytics

Learn More

Creating Your First Bot

Creating Your First LUIS Service

Adding Intents

Adding Entities

Testing and Publishing Your Service

Consuming the Service from Python

Learn More

Creating Your First Machine Learning Model

Basic Concepts

Linear Regression

Multivariable Linear Regression

Gradient Descent

Classification Models

Other Machine Learning Algorithms

Creating Your First Artificial Neural Network Model

Artificial Neural Networks and the Human Brain

How Artificial Neural Networks Work

Creating a Neural Network with Keras and TensorFlow

More Neural Network Architectures

Reinforcement Learning

CartPole Example

Q-Learning Algorithm

Deep Q-Learning

Learn More

 
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Tags: David Carmona, The AI, Real Companies, Microsoft’s Journey