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Artificial Intelligence for Business

Solve Real World Business Problems with AI Solutions

Instrutor:

Hadelin de Ponteves

2.105 alunos matriculados

English [Auto-generated]

OPTIMIZE BUSINESS PROCESSES

Master the General AI Framework

Understand and Implement Q-Learning

Save and Load a model

Build an Optimization Model

Implement Early Stopping

Maximize Efficiency

MAXIMIZE REVENUES

MINIMIZE COSTS

Implement Thompson Sampling

Implement Deep Q-Learning

Leverage AI to make the best decision

Build an AI Environment from scratch

Implement Online Learning

Build an Artificial Brain

Implement Regret Analysis

Introduction

The Book

-------------------- PART 1 - OPTIMIZING BUSINESS PROCESSES --------------------

Welcome to Part 1 - Optimizing Business Process

Case Study

Optimizing Business Processes - Step 1

Optimizing Business Processes - Step 2

Optimizing Business Processes - Step 3

Optimizing Business Processes - Step 4

AI Solution

Welcome to the Intuition Section

Plan of Attack

What is Reinforcement Learning?

The Bellman Equation

The Plan

Markov Decision Process

Policy vs Plan

Living Penalty

Q-Learning Intuition

Temporal Difference

Q-Learning Visualization

Implementation

Optimizing Business Processes - Step 5

Optimizing Business Processes - Step 6

Optimizing Business Processes - Step 7

Optimizing Business Processes - Step 8

Optimizing Business Processes - Step 9

Optimizing Business Processes - Step 10

Optimizing Business Processes - Step 11

Optimizing Business Processes - Step 12

Optimizing Business Processes - Step 13

Optimizing Business Processes - Step 14

Optimizing Business Processes - Step 15

Optimizing Business Processes - Step 16

Optimizing Business Processes - Step 17

Optimizing Business Processes - Step 18

Optimizing Business Processes - Step 19

Optimizing Business Processes - Step 20

Homework

Homework Instruction

Homework Solution

-------------------- PART 2 - MINIMIZING COSTS --------------------

Welcome to Part 2 - Minimizing Costs

Case Study

Minimizing Costs - Step 1

Minimizing Costs - Step 2

Minimizing Costs - Step 3

AI Solution

Welcome to the Intuition Section

Plan of Attack

Deep Q-Learning Intuition - Step 1

Deep Q-Learning Intuition - Step 2

Experience Replay

Action Selection Policies

Implementation

Minimizing Costs - Step 4

Minimizing Costs - Step 5

Minimizing Costs - Step 6

Minimizing Costs - Step 7

Minimizing Costs - Step 8

Minimizing Costs - Step 9

Minimizing Costs - Step 10

Minimizing Costs - Step 11

Minimizing Costs - Step 12

Minimizing Costs - Step 13

Minimizing Costs - Step 14

Minimizing Costs - Step 15

Minimizing Costs - Step 16

Minimizing Costs - Step 17

Minimizing Costs - Step 18

Minimizing Costs - Step 19

Minimizing Costs - Step 20

Minimizing Costs - Step 21

Minimizing Costs - Step 22

Minimizing Costs - Step 23

Minimizing Costs - Step 24

Minimizing Costs - Step 25

Minimizing Costs - Step 26

Minimizing Costs - Step 27

Minimizing Costs - Step 28

Minimizing Costs - Step 29

Minimizing Costs - Step 30

Minimizing Costs - Step 31

Minimizing Costs - Step 32

Installing TensorFlow and Keras

Minimizing Costs - Step 33

Minimizing Costs - Step 34

Minimizing Costs - Step 35

Minimizing Costs - Step 36

Homework

Homework Instruction

Homework Solution

BONUS: Dropout

-------------------- PART 3 - MAXIMIZING REVENUES --------------------

Welcome to Part 3 - Maximizing Revenues

Case Study

Maximizing Revenues - Step 1

Maximizing Revenues - Step 2

Maximizing Revenues - Step 3

How long do I have access to the course materials?

You can view and review the lecture materials indefinitely, like an on-demand channel.

Can I take my courses with me wherever I go?

Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!

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Artificial Intelligence for Business

Introduction

-------------------- PART 1 - OPTIMIZING BUSINESS PROCESSES --------------------

Case Study

AI Solution

Implementation

Homework

-------------------- PART 2 - MINIMIZING COSTS --------------------

Case Study

AI Solution

Implementation

Homework

-------------------- PART 3 - MAXIMIZING REVENUES --------------------

Case Study

How long do I have access to the course materials?

Can I take my courses with me wherever I go?

Classificação detalhada

Cursos relacionados

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science

Inclui

Empreendimento,
Gestão e Realização

Empreendedor
Associado

CATEGORIAS:

Procurar

Artificial Intelligence for Business

Introduction

-------------------- PART 1 - OPTIMIZING BUSINESS PROCESSES --------------------

Case Study

AI Solution

Implementation

Homework

-------------------- PART 2 - MINIMIZING COSTS --------------------

Case Study

AI Solution

Implementation

Homework

-------------------- PART 3 - MAXIMIZING REVENUES --------------------

Case Study

How long do I have access to the course materials?

Can I take my courses with me wherever I go?

Classificação detalhada

Cursos relacionados

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science

Inclui

Empreendimento, Gestão e Realização

EmpreendedorAssociado

Empreendimento,
Gestão e Realização

Empreendedor
Associado