Artificial Intelligence for Business + ChatGPT Prize [2024]

August 3, 2024 Courses
Artificial Intelligence for Business + ChatGPT Prize [2024]

English | MP4 | AVC 1920×1080 | AAC 44KHz 2ch | 118 lectures (15h 8m) | 7.91 GB

Solve Real World Business Problems with AI Solutions implemented in Python. Code templates included.

Structure of the course:

Part 1 – Optimizing Business Processes
Case Study: Optimizing the Flows in an E-Commerce Warehouse
AI Solution: Q-Learning

Part 2 – Minimizing Costs
Case Study: Minimizing the Costs in Energy Consumption of a Data Center
AI Solution: Deep Q-Learning

Part 3 – Maximizing Revenues
Case Study: Maximizing Revenue of an Online Retail Business
AI Solution: Thompson Sampling

Real World Business Applications:

With Artificial Intelligence, you can do three main things for any business:

  • Optimize Business Processes
  • Minimize Costs
  • Maximize Revenues

We will show you exactly how to succeed these applications, through Real World Business case studies. And for each of these applications we will build a separate AI to solve the challenge.

In Part 1 – Optimizing Processes, we will build an AI that will optimize the flows in an E-Commerce warehouse!

In Part 2 – Minimizing Costs, we will build a more advanced AI that will minimize the costs in energy consumption of a data center by more than 50%! Just as Google did last year thanks to DeepMind!

In Part 3 – Maximizing Revenues, we will build a different AI that will maximize revenue of an Online Retail Business, making it earn more than 1 Billion dollars in revenue!

But that’s not all, this time, and for the first time, we’ve prepared a huge innovation for you. With this course, you will get an incredible extra product, highly valuable for your career:

“a 100-pages book covering everything about Artificial Intelligence for Business!”.

This book includes:

  • 100 pages of crystal clear explanations, written in beautiful and clean latex
  • All the AI intuition and theory, including the math explained in detail
  • The three Case Studies of the course, and their solutions
  • Three different AI models, including Q-Learning, Deep Q-Learning, and Thompson Sampling
  • Code Templates
  • Homework and their solutions for you to practice
  • Plus, lots of extra techniques and tips like saving and loading models, early stopping, and much
  • much more.

Conclusion:

If you want to land a top-paying job or create your very own successful business in AI, then this is the course you need.

Take your AI career to new heights today with Artificial Intelligence for Business — the ultimate AI course to propel your career further.

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
Table of Contents

Introduction
1 Welcome Challenge
2 Introduction
3 Learning Paths
4 The Book

PART 1 OPTIMIZING BUSINESS PROCESSES
5 Welcome to Part 1 Optimizing Business Process

Case Study
6 Optimizing Business Processes Step 1
7 Optimizing Business Processes Step 2
8 Optimizing Business Processes Step 3
9 Optimizing Business Processes Step 4

AI Solution
10 Welcome to the Intuition Section
11 Plan of Attack
12 What is Reinforcement Learning
13 The Bellman Equation
14 The Plan
15 Markov Decision Process
16 Policy vs Plan
17 Living Penalty
18 QLearning Intuition
19 Temporal Difference
20 QLearning Visualization

Implementation
21 Optimizing Business Processes Step 5
22 Optimizing Business Processes Step 6
23 Optimizing Business Processes Step 7
24 Optimizing Business Processes Step 8
25 Optimizing Business Processes Step 9
26 Optimizing Business Processes Step 10
27 Optimizing Business Processes Step 11
28 Optimizing Business Processes Step 12
29 Optimizing Business Processes Step 13
30 Optimizing Business Processes Step 14
31 Optimizing Business Processes Step 15
32 Optimizing Business Processes Step 16
33 Optimizing Business Processes Step 17
34 Optimizing Business Processes Step 18
35 Optimizing Business Processes Step 19
36 Optimizing Business Processes Step 20

Homework
37 Homework Instruction
38 Homework Solution

PART 2 MINIMIZING COSTS
39 Welcome to Part 2 Minimizing Costs

Case Study
40 Minimizing Costs Step 1
41 Minimizing Costs Step 2
42 Minimizing Costs Step 3

AI Solution
43 Welcome to the Intuition Section
44 Plan of Attack
45 Deep QLearning Intuition Step 1
46 Deep QLearning Intuition Step 2
47 Experience Replay
48 Action Selection Policies

Implementation
49 Minimizing Costs Step 4
50 Minimizing Costs Step 5
51 Minimizing Costs Step 6
52 Minimizing Costs Step 7
53 Minimizing Costs Step 8
54 Minimizing Costs Step 9
55 Minimizing Costs Step 10
56 Minimizing Costs Step 11
57 Minimizing Costs Step 12
58 Minimizing Costs Step 13
59 Minimizing Costs Step 14
60 Minimizing Costs Step 15
61 Minimizing Costs Step 16
62 Minimizing Costs Step 17
63 Minimizing Costs Step 18
64 Minimizing Costs Step 19
65 Minimizing Costs Step 20
66 Minimizing Costs Step 21
67 Minimizing Costs Step 22
68 Minimizing Costs Step 23
69 Minimizing Costs Step 24
70 Minimizing Costs Step 25
71 Minimizing Costs Step 26
72 Minimizing Costs Step 27
73 Minimizing Costs Step 28
74 Minimizing Costs Step 29
75 Minimizing Costs Step 30
76 Minimizing Costs Step 31
77 Minimizing Costs Step 32
78 Installing Keras
79 Minimizing Costs Step 33
80 Minimizing Costs Step 34
81 Minimizing Costs Step 35
82 Minimizing Costs Step 36

Homework
83 Homework Instruction
84 Homework Solution
85 Extra Dropout

PART 3 MAXIMIZING REVENUES
86 Welcome to Part 3 Maximizing Revenues

Case Study
87 Maximizing Revenues Step 1
88 Maximizing Revenues Step 2
89 Maximizing Revenues Step 3

AI Solution
90 Welcome to the Intuition Section
91 The MultiArmed Bandit Problem
92 Thompson Sampling Intuition

Implementation
93 Maximizing Revenues Step 4
94 Maximizing Revenues Step 5
95 Maximizing Revenues Step 6
96 Maximizing Revenues Step 7
97 Maximizing Revenues Step 8
98 Maximizing Revenues Step 9
99 Maximizing Revenues Step 10
100 Maximizing Revenues Step 11
101 Maximizing Revenues Step 12
102 Maximizing Revenues Step 13
103 Maximizing Revenues Step 14
104 Maximizing Revenues Step 15
105 Maximizing Revenues Step 16

Homework
106 Homework Instruction
107 Homework Solution
108 THANK YOU Video

Annex Artificial Neural Networks
109 Plan of Attack
110 The Neuron
111 The Activation Function
112 How do Neural Networks work
113 How do Neural Networks learn
114 Gradient Descent
115 Stochastic Gradient Descent
116 BackPropagation

Congratulations Dont forget your Prize
117 Huge Congrats for completing the challenge
118 Bonus How To UNLOCK Top Salaries Live Training

Homepage

Resolve the captcha to access the links!