Section 1 : Introduction

Lecture 1 INTRODUCTION TO BRAINMEASURES PROCTOR SYSTEM
Lecture 2 Introduction
Lecture 3 INTRODUCTION TO BRAINMEASURES PROCTOR SYSTEM
Lecture 4 The Book

Section 2 : PART 1 - OPTIMIZING BUSINESS PROCESSES

Lecture 1 Welcome to Part 1 - Optimizing Business Process

Section 3 : Case Study

Lecture 1 Optimizing Business Processes - Step 1 00:05:13 Duration
Lecture 2 Optimizing Business Processes - Step 2 00:01:51 Duration
Lecture 3 Optimizing Business Processes - Step 3 00:05:06 Duration
Lecture 4 Optimizing Business Processes - Step 4 00:07:07 Duration

Section 4 : AI Solution

Lecture 1 Welcome to the Intuition Section
Lecture 2 Plan of Attack 00:04:04 Duration
Lecture 3 What is Reinforcement Learning 00:11:27 Duration
Lecture 4 The Bellman Equation 00:18:25 Duration
Lecture 5 The Plan 00:02:12 Duration
Lecture 6 Markov Decision Process 00:16:27 Duration
Lecture 7 Policy vs Plan 00:12:55 Duration
Lecture 8 Living Penalty 00:09:47 Duration
Lecture 9 Q-Learning Intuition 00:14:46 Duration
Lecture 10 emporal Difference 00:19:27 Duration
Lecture 11 Lecture 4- About Proctor Testing

Section 5 : Implementation

Lecture 1 Optimizing Business Processes - Step 5 00:08:44 Duration
Lecture 2 Optimizing Business Processes - Step 6 00:03:58 Duration
Lecture 3 Optimizing Business Processes - Step 7 00:05:39 Duration
Lecture 4 Optimizing Business Processes - Step 8
Lecture 5 Optimizing Business Processes - Step 9 00:04:56 Duration
Lecture 6 Optimizing Business Processes - Step 10 00:04:39 Duration
Lecture 7 Optimizing Business Processes - Step 11 00:08:41 Duration
Lecture 8 Optimizing Business Processes - Step 12 00:07:37 Duration
Lecture 9 Optimizing Business Processes - Step 13 00:03:49 Duration
Lecture 10 Optimizing Business Processes - Step 14 00:08:43 Duration
Lecture 11 Optimizing Business Processes - Step 15 00:05:06 Duration
Lecture 12 Optimizing Business Processes - Step 16 00:07:27 Duration
Lecture 13 Optimizing Business Processes - Step 17 00:04:47 Duration
Lecture 14 Optimizing Business Processes - Step 18 00:04:16 Duration
Lecture 15 Optimizing Business Processes - Step 19 00:07:39 Duration
Lecture 16 Optimizing Business Processes - Step 20 00:14:58 Duration

Section 6 : Homework

Lecture 1 Homework Instruction
Lecture 2 Homework Solution

Section 7 : PART 2 - MINIMIZING COSTS

Lecture 1 Welcome to Part 2 - Minimizing Costs

Section 8 : Case Study

Lecture 1 Minimizing Costs - Step 1 00:05:42 Duration
Lecture 2 Minimizing Costs - Step 2 00:09:59 Duration
Lecture 3 Minimizing Costs - Step 3 00:06:31 Duration

Section 9 : AI Solution

Lecture 1 Welcome to the Intuition Section
Lecture 2 Plan of Attack 00:02:17 Duration
Lecture 3 Deep Q-Learning Intuition - Step 1 00:15:15 Duration
Lecture 4 Deep Q-Learning Intuition - Step 2 00:06:06 Duration
Lecture 5 Experience Replay 00:15:45 Duration
Lecture 6 Action Selection Policies 00:16:23 Duration

Section 10 : Implementation

Lecture 1 Minimizing Costs - Step 4 00:05:38 Duration
Lecture 2 Minimizing Costs - Step 5 00:10:45 Duration
Lecture 3 Minimizing Costs - Step 6 00:07:02 Duration
Lecture 4 Minimizing Costs - Step 7 00:09:47 Duration
Lecture 5 Minimizing Costs - Step 8 00:09:56 Duration
Lecture 6 Minimizing Costs - Step 9 00:04:57 Duration
Lecture 7 Minimizing Costs - Step 10 00:08:57 Duration
Lecture 8 Minimizing Costs - Step 11 00:10:12 Duration
Lecture 9 Minimizing Costs - Step 12. 00:09:58 Duration
Lecture 10 Minimizing Costs - Step 13 00:04:19 Duration
Lecture 11 Minimizing Costs - Step 14 00:08:29 Duration
Lecture 12 Minimizing Costs - Step 15 00:06:47 Duration
Lecture 13 Minimizing Costs - Step 16 00:02:23 Duration
Lecture 14 Minimizing Costs - Step 17 00:07:15 Duration
Lecture 15 Minimizing Costs - Step 18 00:04:55 Duration
Lecture 16 Minimizing Costs - Step 19 00:12:29 Duration
Lecture 17 Minimizing Costs - Step 20
Lecture 18 Minimizing Costs - Step 21 00:04:20 Duration
Lecture 19 Minimizing Costs - Step 22 00:05:58 Duration
Lecture 20 Minimizing Costs - Step 23 00:04:36 Duration
Lecture 21 Minimizing Costs - Step 24 00:12:20 Duration
Lecture 22 Minimizing Costs - Step 25 00:15:58 Duration
Lecture 23 Minimizing Costs - Step 26 00:08:13 Duration
Lecture 24 Minimizing Costs - Step 27 00:07:13 Duration
Lecture 25 Minimizing Costs - Step 28 00:12:42 Duration
Lecture 26 Minimizing Costs - Step 29 00:14:40 Duration
Lecture 27 Minimizing Costs - Step 30 00:06:33 Duration
Lecture 28 Minimizing Costs - Step 31 00:12:12 Duration
Lecture 29 Minimizing Costs - Step 32 00:06:34 Duration
Lecture 30 Installing Keras
Lecture 31 Minimizing Costs - Step 33 00:15:43 Duration
Lecture 32 Minimizing Costs - Step 34 00:10:09 Duration
Lecture 33 Minimizing Costs - Step 35 00:07:44 Duration
Lecture 34 Minimizing Costs - Step 36 00:07:45 Duration

Section 11 : Homework

Lecture 1 Homework Instruction
Lecture 2 Homework Solution 00:16:41 Duration
Lecture 3 BONUS Dropout

Section 12 : PART 3 - MAXIMIZING REVENUES

Lecture 1 Welcome to Part 3 - Maximizing Revenues

Section 13 : Case Study

Lecture 1 Maximizing Revenues - Step 1 00:04:30 Duration
Lecture 2 Maximizing Revenues - Step 2 00:08:24 Duration
Lecture 3 Maximizing Revenues - Step 3 00:02:02 Duration

Section 14 : AI Solution

Lecture 1 Welcome to the Intuition Section
Lecture 2 The Multi-Armed Bandit Problem 00:15:36 Duration
Lecture 3 Thompson Sampling Intuition 00:19:12 Duration

Section 15 : Implementation

Lecture 1 Maximizing Revenues - Step 4 00:08:03 Duration
Lecture 2 Maximizing Revenues - Step 5 00:04:11 Duration
Lecture 3 Maximizing Revenues - Step 6 00:08:49 Duration
Lecture 4 Maximizing Revenues - Step 7 00:09:59 Duration
Lecture 5 Maximizing Revenues - Step 8 00:09:40 Duration
Lecture 6 Maximizing Revenues - Step 9 00:07:16 Duration
Lecture 7 Maximizing Revenues - Step 10 00:07:36 Duration
Lecture 8 Maximizing Revenues - Step 11
Lecture 9 Maximizing Revenues - Step 12 00:09:10 Duration
Lecture 10 Maximizing Revenues - Step 13 00:02:00 Duration
Lecture 11 Maximizing Revenues - Step 14 00:07:22 Duration
Lecture 12 Maximizing Revenues - Step 15 00:07:22 Duration
Lecture 13 Maximizing Revenues - Step 16 00:12:09 Duration

Section 16 : Homework

Lecture 1 Homework Instruction
Lecture 2 Homework Solution
Lecture 3 About Certification

Section 17 : Annex Artificial Neural Networks

Lecture 1 Plan of Attack 00:02:52 Duration
Lecture 2 The Neuron 00:16:15 Duration
Lecture 3 The Activation Function 00:08:29 Duration
Lecture 4 How do Neural Networks work 00:12:48 Duration
Lecture 5 How do Neural Networks learn 00:12:59 Duration
Lecture 6 Gradient Descent 00:10:13 Duration
Lecture 7 Stochastic Gradient Descent 00:08:45 Duration
Lecture 8 Back-Propagation