Artificial Intelligence in Manufacturing: Quality 4.0 Intro

سرفصل های دوره

Yellow Belt Training: Enhance Your Strategic Decision Making Around the Use of Key AI Technologies.

1. Ch. 1 - Introduction

1. Introduction Innovation Importance of Quality 4.0

2. About the Creator and Curriculum of Quality 4.0 Institute

3. Meet the Team

4. About the Program

5. Belts Levels Overview

6. Yellow Belt Curricula

7. Project and Algorithms Courses Sequence

8. Candidates and Aspects

9. Course Structure

2. Importance of Quality and Learning Quality Control

1. Yellow Belt Certification Process

2. Did You Know Artificial Intelligence and Quality

3. Q4I Bot Introduction

4. Learning Quality Control - Overview

5. LQC Evolution of Statistical Process Control

6. Learning Quality Control - Explained

7. Dimension Definition

8. Manufacturing Importance

9. Manufacturing Quality Importance

10. Quality Management Systems

11. LQC AI and the Zero Defects Vision

3. Smart Manufacturing

1. Smart Manufacturing Introduction

2. Smart Manufacturing Economical Impact

3. Smart Manufacturing Technologies

4. Smart Manufacturing Cyber Physical Systems

5. Smart Manufacturing Reading Activity.html

6. Smart Manufacturing Activity Remarks

7. Smart Manufacturing Data Driven Approaches

8. New Generation of Data Driven Approaches

9. Data Driven Modeling

10. Real Time Iterations

11. Self Learning Adaptations and Executions

12. Smart Manufacturing Remarks

4. Modern Quality Movement

1. Problem Solving Strategy Defined

2. Evolution of the Manufacturing Quality Control Movement

3. Plateau of Six Sigma and the Rise of Quality 4.0

5. Breakdown of Traditional Quality Control

1. Breakdown of Traditional Quality control

2. Six Sigma Decline

3. Limitation 1. ANN

4. Limiitation 2. Curse of Dimensionality

5. Lost Key in Dimensionality

6. Limitation 3. Computation Time

7. Limitation 4. Vision Systems

8. Limitation 5. Control Charts

6. The Rise of Quality 4.0

1. Rise of Quality 4.0 Defined

2. Douglas Montogomery Recommnedation

3. Remarks Rise of Quality 4.0

4. Areas of Knowledge

5. Beyond Six Sigma

6. Implementing Quality 4.0

7. Chapter 1 Quiz 1.html

7. Ch. 2 - Quality 4.0 Technologies

1. Intro Quality 4.0 Technologies Overview

8. Artificial Intelligence

1. Narrow AI vs. General AI

2. History & Statistics

3. AI Machine Learning

4. Machine Learning Techniques

5. Supervised Learning

6. Classification

7. Machine Learning Projects Characteristics

8. Machine Learning Ill Conceived Projects

9. AI Business Impact

9. ChatGPT

1. ChatGPT

2. ChatGPT Activity

3. Activity ChatGPT.html

4. Results - ChatGPT Activity

10. Cloud Storage and Computing

1. Cloud Storage and Computing

2. Cloud Storage

3. Cloud Computing

4. CSC Statistics & Benefits

5. Framework for Quality 4.0

6. Online Deployment

7. Fog Computing

8. Edge Computing

11. Industrial Internet of Things

1. Internet of Things

2. Industrial Internet of Things

3. IIot Manufacturing Things

4. Smart Sensors

5. Actuators

12. Cyber Physical Systems

1. Cyber Physical System Development

2. Cyber Physical System Components

3. Cyber Physical System Cognition

4. Cyber Physical System Control

5. Cyber Physical System Examples

6. Chapter 2 Quiz 2 Congratulations.html

13. Big Data

1. Big Data Defined

2. Structured Data

3. Unstructured Data

4. Industrial Big Data

14. Manufacturing Data

1. Manufacturing Big Data Defined

2. Manufacturing Big Data Statistics

3. Manufacturing Big Data Considerations

4. 10 Vs of Manufacturing Big Data

15. Transforming Big Data into Learning Data

1. Data Frames

2. Activity Data Frames.html

3. Learning Data Sets

4. Model Development

5. Data Splits & Hyper-parameters

6. Activity Data Sets.html

7. Data Types

16. Binary Classification of Quality

1. Data Sets

2. Data Labeling

3. Data Annotations

4. Data Characteristics

5. Data Sets Examples Unstructured Data

6. Data Set Examples Strucutred Data

7. Activity Binary Classification of Quality Data.html

8. BCoQ Recap

9. Project Selection Introduction

10. Chapter 3 Quiz 3 Congratulations.html

11. Yellow Belt Knowledge Acquired

12. Going the Distance

13. The Green Belt

14. Thank You Yellow Belt Completion

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تولید کننده: Udemy