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Tags: Artificial Intelligence

Solve Real World Business Problems with AI Solutions

Last updated 2022-01-10 | 4.5

- OPTIMIZE BUSINESS PROCESSES
- Master the General AI Framework
- Implement Q-Learning

What you'll learn

OPTIMIZE BUSINESS PROCESSES
Master the General AI Framework
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

* Requirements

* High School Maths
* Basic Python Knowledge

Description

  • OPTIMIZE BUSINESS PROCESSES
  • Master the General AI Framework
  • 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

Course content

18 sections • 118 lectures

Introduction 4 lectures

Updates on Udemy Reviews Preview 01:09

Introduction Preview 13:32

BONUS: Learning Paths Preview 00:51

The Book Preview 00:53

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

Welcome to Part 1 - Optimizing Business Process Preview 00:20

Case Study 4 lectures

Optimizing Business Processes - Step 1 Preview 05:13

Optimizing Business Processes - Step 2 Preview 01:50

Optimizing Business Processes - Step 3 Preview 05:06

Optimizing Business Processes - Step 4 Preview 07:07

AI Solution 11 lectures

Welcome to the Intuition Section Preview 00:32

Plan of Attack Preview 04:03

What is Reinforcement Learning? Preview 11:26

The Bellman Equation Preview 18:25

The Plan Preview 02:12

Markov Decision Process Preview 16:26

Policy vs Plan Preview 12:55

Living Penalty Preview 09:47

Q-Learning Intuition Preview 14:45

Temporal Difference Preview 19:26

Q-Learning Visualization Preview 13:31

Implementation 16 lectures

Optimizing Business Processes - Step 5 Preview 08:44

Optimizing Business Processes - Step 6 Preview 03:58

Optimizing Business Processes - Step 7 Preview 05:39

Optimizing Business Processes - Step 8 Preview 08:20

Optimizing Business Processes - Step 9 Preview 04:55

Optimizing Business Processes - Step 10 Preview 04:38

Optimizing Business Processes - Step 11 Preview 08:40

Optimizing Business Processes - Step 12 Preview 07:37

Optimizing Business Processes - Step 13 Preview 03:48

Optimizing Business Processes - Step 14 Preview 08:42

Optimizing Business Processes - Step 15 Preview 05:06

Optimizing Business Processes - Step 16 Preview 07:27

Optimizing Business Processes - Step 17 Preview 04:47

Optimizing Business Processes - Step 18 Preview 04:16

Optimizing Business Processes - Step 19 Preview 07:39

Optimizing Business Processes - Step 20 Preview 14:58

Homework 2 lectures

Homework Instruction Preview 00:35

Homework Solution Preview 20:43

-------------------- PART 2 - MINIMIZING COSTS -------------------- 1 lectures

Welcome to Part 2 - Minimizing Costs Preview 00:50

Case Study 3 lectures

Minimizing Costs - Step 1 Preview 05:42

Minimizing Costs - Step 2 Preview 09:58

Minimizing Costs - Step 3 Preview 06:31

AI Solution 6 lectures

Welcome to the Intuition Section Preview 00:26

Plan of Attack Preview 02:17

Deep Q-Learning Intuition - Step 1 Preview 15:15

Deep Q-Learning Intuition - Step 2 Preview 06:06

Experience Replay Preview 15:45

Action Selection Policies Preview 16:23

Implementation 34 lectures

Minimizing Costs - Step 4 Preview 05:37

Minimizing Costs - Step 5 Preview 10:45

Minimizing Costs - Step 6 Preview 07:02

Minimizing Costs - Step 7 Preview 09:47

Minimizing Costs - Step 8 Preview 09:56

Minimizing Costs - Step 9 Preview 04:56

Minimizing Costs - Step 10 Preview 08:57

Minimizing Costs - Step 11 Preview 10:12

Minimizing Costs - Step 12 Preview 09:58

Minimizing Costs - Step 13 Preview 04:19

Minimizing Costs - Step 14 Preview 08:28

Minimizing Costs - Step 15 Preview 06:46

Minimizing Costs - Step 16 Preview 02:22

Minimizing Costs - Step 17 Preview 07:14

Minimizing Costs - Step 18 Preview 04:54

Minimizing Costs - Step 19 Preview 12:28

Minimizing Costs - Step 20 Preview 08:58

Minimizing Costs - Step 21 Preview 04:20

Minimizing Costs - Step 22 Preview 05:58

Minimizing Costs - Step 23 Preview 04:36

Minimizing Costs - Step 24 Preview 12:20

Minimizing Costs - Step 25 Preview 15:58

Minimizing Costs - Step 26 Preview 08:12

Minimizing Costs - Step 27 Preview 07:13

Minimizing Costs - Step 28 Preview 12:41

Minimizing Costs - Step 29 Preview 14:40

Minimizing Costs - Step 30 Preview 06:33

Minimizing Costs - Step 31 Preview 12:12

Minimizing Costs - Step 32 Preview 06:34

Installing Keras Preview 00:32

Minimizing Costs - Step 33 Preview 15:43

Minimizing Costs - Step 34 Preview 10:09

Minimizing Costs - Step 35 Preview 07:44

Minimizing Costs - Step 36 Preview 07:45

Homework 3 lectures

Homework Instruction Preview 00:43

Homework Solution Preview 16:41

BONUS: Dropout Preview 01:31

-------------------- PART 3 - MAXIMIZING REVENUES -------------------- 1 lectures

Welcome to Part 3 - Maximizing Revenues Preview 00:24

Case Study 3 lectures

Maximizing Revenues - Step 1 Preview 04:30

Maximizing Revenues - Step 2 Preview 08:24

Maximizing Revenues - Step 3 Preview 02:02

AI Solution 3 lectures

Welcome to the Intuition Section Preview 00:21

The Multi-Armed Bandit Problem Preview 15:36

Thompson Sampling Intuition Preview 19:12

Implementation 13 lectures

Maximizing Revenues - Step 4 Preview 08:03

Maximizing Revenues - Step 5 Preview 04:11

Maximizing Revenues - Step 6 Preview 08:49

Maximizing Revenues - Step 7 Preview 09:58

Maximizing Revenues - Step 8 Preview 09:40

Maximizing Revenues - Step 9 Preview 07:16

Maximizing Revenues - Step 10 Preview 07:36

Maximizing Revenues - Step 11 Preview 05:40

Maximizing Revenues - Step 12 Preview 09:10

Maximizing Revenues - Step 13 Preview 02:00

Maximizing Revenues - Step 14 Preview 06:40

Maximizing Revenues - Step 15 Preview 07:21

Maximizing Revenues - Step 16 Preview 12:09

Homework 3 lectures

Homework Instruction Preview 00:22

Homework Solution Preview 01:25

THANK YOU bonus video Preview 02:40

Annex: Artificial Neural Networks 8 lectures

Plan of Attack Preview 02:51

The Neuron Preview 16:15

The Activation Function Preview 08:29

How do Neural Networks work? Preview 12:47

How do Neural Networks learn? Preview 12:58

Gradient Descent Preview 10:12

Stochastic Gradient Descent Preview 08:44

Back-Propagation Preview 05:21

CLAIM YOUR BONUS HERE! 2 lectures

AI MASTERCLASS COUPON CODE Preview 00:04

***YOUR SPECIAL BONUS*** Preview 00:29