Artificial Intelligence Concepts (11.44400) (2021)
Other Georgia CTAE sets
- Finance (2021) - Grades 6, 7, 8
- Computer Programming (11.01200) (2018) - Grades 6, 7, 8
- Exploring Agriculture Education (Sixth Grade) (2019)
- Exploring Engineering and Technology (2019)
- Health Science (2021) - Grades 6, 7, 8
- Interactive Design (11.01300) (2018) - Grades 6, 7, 8
- Law, Public Safety, Corrections and Security (2021) - Grades 6, 7, 8
- Middle School CTAE Standards (2020) - Grade 6
- Secure Information Systems (11.01100) (2018) - Grades 6, 7, 8
- Exploring Agriculture Education (Seventh Grade) (2019)
- Human Services (2021) - Grade 7
- Invention and Innovation Grade 7 (2019)
- Middle School CTAE Standards (2020) - Grade 7
- AP Computer Science Principles (11.01900) (2021)
- Exploring Agriculture Education (Eighth Grade) (2019)
- Human Services (2021) - Grade 8
- Middle School Agriculture Education (Eighth Grade) (2009)
- Middle School CTAE Standards (2020) - Grade 8
- Technological Systems Grade 8 (2019)
- Culinary Arts I (20.5321) (2021)
- Finance (2021) - Grades 9, 10, 11, 12
- Health Science (2021) - Grades 9, 10, 11, 12
- Hospitality and Tourism (2021)
- Advanced Cyber Security (11.48200) (2014)
- Advanced Cybersecurity (2021)
- Advanced Entrepreneurial Strategies (6.453) (2022)
- Advanced Fashion, Merchandising and Retailing (8.422) (2021)
- Applications of Dental Science (2024)
- Applications of Health Information Technology (25.496) (2022)
- Artificial Intelligence Applications (11.44500) (2021)
- Arts, A/V Technology and Communications (2021)
- Arts, AV Technology, and Communications: Graphic Design & Production (2013)
- Audio Video and Technology Film II (AVTF2) (2018)
- Audio Visual, Technology and Film III (2013)
- Audio, Video, Technology, and Film I (AVTF1) (2012)
- Broadcast Video Production Applications (2016)
- Business and Technology (7.441) (2022)
- Business Communications (7.451) (2022)
- Business, Management and Administration (2022)
- Cloud Computing (11.44700) (2021)
- Coding for FinTech (11.46300) (2020)
- Computer Science Principles (11.47100) (2021)
- Computer Science Principles (2013)
- Criminal Justice Essentials (2013)
- CTAE Foundation Skills
- CTEA Architecture & Construction (2021)
- Culinary Arts II (20.5331) (2021)
- Data Science I (11.08100) (2021)
- Data Science II (11.08200) (2021)
- Digital Design (11.45100) (2021)
- Digital Design (2021)
- Dramatic Writing (Film, Television, and Theatre I) (52.09200) (2018)
- E-Marketing (2021)
- E-Sports (11.08000) (2021)
- Education and Training (2021)
- Embedded Computing (11.42700) (2021)
- Embedded Computing 11.42700 (2021)
- Energy (2021)
- Engineering & Technology (2021)
- Entrepreneurship (6.4161) (2022)
- Essentials of Dental Science (2024)
- Essentials of Health Information Technology (25.495) (2022)
- Fashion, Merchandising and Retailing Essentials (8.421)(2021)
- Financial Technologies and Services (07.42800) (2020)
- Foundations of Artificial Intelligence (11.44300) (2021)
- Foundations of Business Administration (7.083) (2022)
- Foundations of Business Management (7.084) (2022)
- Foundations of Investing and Finance (7.085) (2022)
- Game Design: Animation and Simulation (11.42900) (2015)
- Global Awareness and Cultural Competency (7.442)(2022)
- Government & Public Administration (2021)
- Hospitality, Recreation and Tourism Essentials (8.453) (2021)
- Hospitality, Recreation and Tourism Management (8.454) (2021)
- Human Resources Principles (6.481) (2022)
- Human Services (2021) - Grades 9, 10, 11, 12
- Industry Fundamentals and Occupational Safety (2013)
- Industry Fundamentals and Occupational Safety (2013)
- Information Technology (2022)
- Information Technology Essentials (11.41400) (2021)
- Information Technology Support (11.42000) (2021)
- Integrated Marketing Communications (8.452)(2021)
- International Business & Marketing (8.4143)(2021)
- International Business Concepts (7.452) (2022)
- Introduction to Business & Technology (2013)
- Introduction to Business and Technology (7.4413) (2022)
- Introduction to Construction (2013)
- Introduction to Culinary Arts (20.531) (2021)
- Introduction to Cyber Security (11.48100) (2014)
- Introduction to Cybersecurity (2021)
- Introduction to Digital Technology (11.41500) (2013)
- Introduction to Digital Technology (2013)
- Introduction to Financial Technology (07.42700) (2021)
- Introduction to Graphic Design (2012)
- Introduction to Hardware Technology (11.44800) (2021)
- Introduction to Hardware Technology (2021)
- Introduction to Healthcare Science (25.521) (2022)
- Introduction to Healthcare Science (2013)
- Introduction to Healthcare Science (2023)
- Introduction to International Business (7.432)(2022)
- Introduction to Law, Public Safety, Corrections and Security (2012)
- Introduction to Python (11.08300) (2021)
- Introduction to Software Technology (11.44600) (2021)
- Introduction to Software Technology (2021)
- Introduction to Sports & Entertainment Marketing (8.478) (2021)
- Law, Public Safety, Corrections and Security (2021) - Grades 9, 10, 11, 12
- Legal Environment of Business (6.415) (2022)
- Manufacturing (2021)
- Marketing and Entrepreneurship (8.441)(2021)
- Marketing Management (8.442)(2021)
- Marketing Principles (8.474)(2021)
- Marketing Research (8.48)(2021)
- Networking Fundamentals (11.46100) (2021)
- Networking Systems and Support (11.46200) (2021)
- Programming, Games, Apps, and Society: Grades 9, 10, 11, 12
- Promotion and Digital Marketing (8.451)(2021)
- The Entrepreneurial Venture (6.452) (2022)
- Transportation, Distribution, and Logistics (2021)
- Web Design (11.42500) (2021)
- Web Design (2021)
- Web Development (11.42500) (2021)
- Wildlife Management (2013)
- Workforce Ready (2021)
- Criminal Investigations (2013)
- General Horticulture and Plant Science (11.42000) (2013)
- Patient Care Fundamentals (2013)
- Applications of Public Health (2021)
- Early Childhood Care and Education 1 (2013)
- Early Childhood Care and Education II (2013)
- Early Childhood Care and Education III (2013)
- Early Childhood Care and Education Practicum (2013)
- Essentials of Healthcare (2013)
- Food for Life (2013)
- Food Science (2013)
- Food, Nutrition & Wellness (2013)
- Foundations of Interior Design (2013)
- Fundamentals of Fashion (2013)
- Introduction to Metals (2013)
- Textile Science (2013)
- Welding 1 (2013)
Other Georgia CTAE sets
- Finance (2021) - Grades 6, 7, 8
- Computer Programming (11.01200) (2018) - Grades 6, 7, 8
- Exploring Agriculture Education (Sixth Grade) (2019)
- Exploring Engineering and Technology (2019)
- Health Science (2021) - Grades 6, 7, 8
- Interactive Design (11.01300) (2018) - Grades 6, 7, 8
- Law, Public Safety, Corrections and Security (2021) - Grades 6, 7, 8
- Middle School CTAE Standards (2020) - Grade 6
- Secure Information Systems (11.01100) (2018) - Grades 6, 7, 8
- Exploring Agriculture Education (Seventh Grade) (2019)
- Human Services (2021) - Grade 7
- Invention and Innovation Grade 7 (2019)
- Middle School CTAE Standards (2020) - Grade 7
- AP Computer Science Principles (11.01900) (2021)
- Exploring Agriculture Education (Eighth Grade) (2019)
- Human Services (2021) - Grade 8
- Middle School Agriculture Education (Eighth Grade) (2009)
- Middle School CTAE Standards (2020) - Grade 8
- Technological Systems Grade 8 (2019)
- Culinary Arts I (20.5321) (2021)
- Finance (2021) - Grades 9, 10, 11, 12
- Health Science (2021) - Grades 9, 10, 11, 12
- Hospitality and Tourism (2021)
- Advanced Cyber Security (11.48200) (2014)
- Advanced Cybersecurity (2021)
- Advanced Entrepreneurial Strategies (6.453) (2022)
- Advanced Fashion, Merchandising and Retailing (8.422) (2021)
- Applications of Dental Science (2024)
- Applications of Health Information Technology (25.496) (2022)
- Artificial Intelligence Applications (11.44500) (2021)
- Arts, A/V Technology and Communications (2021)
- Arts, AV Technology, and Communications: Graphic Design & Production (2013)
- Audio Video and Technology Film II (AVTF2) (2018)
- Audio Visual, Technology and Film III (2013)
- Audio, Video, Technology, and Film I (AVTF1) (2012)
- Broadcast Video Production Applications (2016)
- Business and Technology (7.441) (2022)
- Business Communications (7.451) (2022)
- Business, Management and Administration (2022)
- Cloud Computing (11.44700) (2021)
- Coding for FinTech (11.46300) (2020)
- Computer Science Principles (11.47100) (2021)
- Computer Science Principles (2013)
- Criminal Justice Essentials (2013)
- CTAE Foundation Skills
- CTEA Architecture & Construction (2021)
- Culinary Arts II (20.5331) (2021)
- Data Science I (11.08100) (2021)
- Data Science II (11.08200) (2021)
- Digital Design (11.45100) (2021)
- Digital Design (2021)
- Dramatic Writing (Film, Television, and Theatre I) (52.09200) (2018)
- E-Marketing (2021)
- E-Sports (11.08000) (2021)
- Education and Training (2021)
- Embedded Computing (11.42700) (2021)
- Embedded Computing 11.42700 (2021)
- Energy (2021)
- Engineering & Technology (2021)
- Entrepreneurship (6.4161) (2022)
- Essentials of Dental Science (2024)
- Essentials of Health Information Technology (25.495) (2022)
- Fashion, Merchandising and Retailing Essentials (8.421)(2021)
- Financial Technologies and Services (07.42800) (2020)
- Foundations of Artificial Intelligence (11.44300) (2021)
- Foundations of Business Administration (7.083) (2022)
- Foundations of Business Management (7.084) (2022)
- Foundations of Investing and Finance (7.085) (2022)
- Game Design: Animation and Simulation (11.42900) (2015)
- Global Awareness and Cultural Competency (7.442)(2022)
- Government & Public Administration (2021)
- Hospitality, Recreation and Tourism Essentials (8.453) (2021)
- Hospitality, Recreation and Tourism Management (8.454) (2021)
- Human Resources Principles (6.481) (2022)
- Human Services (2021) - Grades 9, 10, 11, 12
- Industry Fundamentals and Occupational Safety (2013)
- Industry Fundamentals and Occupational Safety (2013)
- Information Technology (2022)
- Information Technology Essentials (11.41400) (2021)
- Information Technology Support (11.42000) (2021)
- Integrated Marketing Communications (8.452)(2021)
- International Business & Marketing (8.4143)(2021)
- International Business Concepts (7.452) (2022)
- Introduction to Business & Technology (2013)
- Introduction to Business and Technology (7.4413) (2022)
- Introduction to Construction (2013)
- Introduction to Culinary Arts (20.531) (2021)
- Introduction to Cyber Security (11.48100) (2014)
- Introduction to Cybersecurity (2021)
- Introduction to Digital Technology (11.41500) (2013)
- Introduction to Digital Technology (2013)
- Introduction to Financial Technology (07.42700) (2021)
- Introduction to Graphic Design (2012)
- Introduction to Hardware Technology (11.44800) (2021)
- Introduction to Hardware Technology (2021)
- Introduction to Healthcare Science (25.521) (2022)
- Introduction to Healthcare Science (2013)
- Introduction to Healthcare Science (2023)
- Introduction to International Business (7.432)(2022)
- Introduction to Law, Public Safety, Corrections and Security (2012)
- Introduction to Python (11.08300) (2021)
- Introduction to Software Technology (11.44600) (2021)
- Introduction to Software Technology (2021)
- Introduction to Sports & Entertainment Marketing (8.478) (2021)
- Law, Public Safety, Corrections and Security (2021) - Grades 9, 10, 11, 12
- Legal Environment of Business (6.415) (2022)
- Manufacturing (2021)
- Marketing and Entrepreneurship (8.441)(2021)
- Marketing Management (8.442)(2021)
- Marketing Principles (8.474)(2021)
- Marketing Research (8.48)(2021)
- Networking Fundamentals (11.46100) (2021)
- Networking Systems and Support (11.46200) (2021)
- Programming, Games, Apps, and Society: Grades 9, 10, 11, 12
- Promotion and Digital Marketing (8.451)(2021)
- The Entrepreneurial Venture (6.452) (2022)
- Transportation, Distribution, and Logistics (2021)
- Web Design (11.42500) (2021)
- Web Design (2021)
- Web Development (11.42500) (2021)
- Wildlife Management (2013)
- Workforce Ready (2021)
- Criminal Investigations (2013)
- General Horticulture and Plant Science (11.42000) (2013)
- Patient Care Fundamentals (2013)
- Applications of Public Health (2021)
- Early Childhood Care and Education 1 (2013)
- Early Childhood Care and Education II (2013)
- Early Childhood Care and Education III (2013)
- Early Childhood Care and Education Practicum (2013)
- Essentials of Healthcare (2013)
- Food for Life (2013)
- Food Science (2013)
- Food, Nutrition & Wellness (2013)
- Foundations of Interior Design (2013)
- Fundamentals of Fashion (2013)
- Introduction to Metals (2013)
- Textile Science (2013)
- Welding 1 (2013)
Demonstrate employability skills required by business and industry.IT-AIC-1
- 1.
Communicate effectively through writing, speaking, listening, reading, and interpersonal abilities.IT-AIC-1.1
- 2.
Demonstrate creativity by asking challenging questions and applying innovative procedures and methods.IT-AIC-1.2
- 3.
Exhibit critical thinking and problem-solving skills to locate, analyze and apply information in career planning and employment situations.IT-AIC-1.3
- 4.
Model work readiness traits required for success in the workplace including integrity, honesty, accountability, punctuality, time management, and respect for diversity.IT-AIC-1.4
- 5.
Apply the appropriate skill sets to be productive in a changing, technological, diverse workplace to be able to work independently and apply teamwork skills.IT-AIC-1.5
- 6.
Present a professional image through appearance, behavior, and language.IT-AIC-1.6
Identify, research, and analyze historical and current artificial intelligence developments.IT-AIC-2
- 1.
Identify and summarize how Artificial Intelligence has influenced elements of history and is currently shaping contemporary events.IT-AIC-2.1
- 2.
Identify, research, and analyze current events in the field of Artificial Intelligence, considering new technology developments, social and ethical impact, and future implication.IT-AIC-2.2
- 3.
Analyze the impact new Artificial Intelligence developments have or will have on its intended users and society at large.IT-AIC-2.3
- 4.
Identify current and predicted trends or changes in the Artificial Intelligence industry.IT-AIC-2.4
Define and investigate examples of artificial intelligence applications.IT-AIC-3
- 1.
Define the function of and classify examples of critical and contemporary areas of Artificial Intelligence (e.g., machine learning, natural language processing, computer vision).IT-AIC-3.1
- 2.
Define and classify examples of supervised learning, including regression and classification; unsupervised learning, including clustering; and reinforcement learning.IT-AIC-3.2
- 3.
Using a web tool that trains a machine learning model without coding (e.g., Google Teachable Machine, Weka), plan and conduct an experiment to train a model to recognize data (e.g., photos, videos, audio, etc.) and to distinguish between at least three different categories you define (e.g., bicycles, motorcycles, scooters; jazz, hip-hop, classical music).IT-AIC-3.3
- 4.
Predict what information the trained machine from your experiment might use to classify data.IT-AIC-3.4
- 5.
Construct an argument using data that explains how your machine learning experiment model works and evaluate if it was successful.IT-AIC-3.5
- 6.
Investigate how the different examples Artificial Intelligence you interact with daily (e.g., social media, gaming, smartphones, shopping, etc.) work and determine what type(s) of Artificial Intelligence is being used (e.g., machine learning, natural language processing, computer vision).IT-AIC-3.6
Develop computer programs to solve problems using an object-oriented language and elements of artificial intelligence.IT-AIC-4
- 1.
Define, explain, and apply the ideas of pattern matching, recursion, parallelization, and automation to algorithms and programs.IT-AIC-4.1
- 2.
Describe the benefits and principles of object-oriented programming.IT-AIC-4.2
- 3.
Define and apply objects and recognize the difference between an object and an instance.IT-AIC-4.3
- 4.
Apply principles of object-oriented programing to declare methods and combine classes.IT-AIC-4.4
- 5.
Define and implement different logical, relational, Boolean, and mathematical operators.IT-AIC-4.5
- 6.
Identify, assign, and convert values and different data types to variables in programs.IT-AIC-4.6
- 7.
Implement different types of control structures in programs (e.g., conditionals, loops, functions).IT-AIC-4.7
- 8.
Describe and implement a function, including those with return statements and different parameters.IT-AIC-4.8
- 9.
Use external libraries in programs.IT-AIC-4.9
- 10.
Identify a list as an ordered series of data under one variable name and accessed with numeric indices.IT-AIC-4.10
- 11.
Determine which data structures are most appropriate to model the program data (e.g., list, set, dictionary, and tuple).IT-AIC-4.11
- 12.
Implement data structures (e.g., lists, sets, dictionaries, and tuples) as function parameters, return values, and internal variables within function bodies.IT-AIC-4.12
- 13.
Differentiate between methods and functions and analyze the effect of a method call on a program.IT-AIC-4.13
- 14.
Construct and implement strings in programs.IT-AIC-4.14
- 15.
Define and implement professional programming practices (e.g., commenting and documentation, file storage, naming conventions).IT-AIC-4.15
- 16.
Implement a debugging process.IT-AIC-4.16
Collect, manipulate, and visualize data and investigate the role of data science in artificial intelligence.IT-AIC-5
- 1.
Identify examples of data science in the world around us and investigate its impact on technology and users.IT-AIC-5.1
- 2.
Identify examples of ethical issues in data science.IT-AIC-5.2
- 3.
Describe how data is used in different Artificial Intelligence applications.IT-AIC-5.3
- 4.
Define, compare, and contrast a spreadsheet and a database.IT-AIC-5.4
- 5.
Define and describe the function of a Database Management System Language (DMBS) (e.g., SQL).IT-AIC-5.5
- 6.
Define dataset and Data Frame.IT-AIC-5.6
- 7.
Implement spreadsheet functions, formulas, conditional formatting, cell referencing, and pivot tables.IT-AIC-5.7
- 8.
Create data tables and graphic representations of data including two-way tables, scatterplots, bar graphs, histograms, stem plots, and dot plots from a spreadsheet software or other data visualization tools (e.g., Jupyter Notebooks, Matplotlib).IT-AIC-5.8
- 9.
Utilize visual reporting and statistical tools to define and understand statistics such as regression analysis, ANOVA, hypothesis testing, and sampling distributions.IT-AIC-5.9
Investigate and design potential solutions to social and ethical issues related to artificial intelligence.IT-AIC-6
- 1.
Identify real examples of issues related to bias, perception, privacy, and accuracy in Artificial Intelligence.IT-AIC-6.1
- 2.
Investigate and propose solutions to ethical and societal Artificial Intelligence issues in a variety of settings (e.g., public safety, finance, social media marketing, government use).IT-AIC-6.2
- 3.
Using a web tool that trains a machine learning model without coding, investigate examples of bias and identify solutions.IT-AIC-6.3
- 4.
Identify and analyze examples of legal policies related to Artificial Intelligence, including why and how they were or are being developed.IT-AIC-6.4
- 5.
Analyze real world Artificial Intelligence scenarios to determine the ethical and legal implications.IT-AIC-6.5
- 6.
Identify and research projects from the Artificial Intelligence for Good Foundation or other similar organizations (e.g., The Center for Human Compatible Artificial Intelligence, The Future of Life Institute) and design potential solutions to the problems identified.IT-AIC-6.6
Apply problem-solving skills to solve real-world problems.IT-AIC-7
- 1.
Identify and investigate a real-world problem of interest that might be solved with Artificial Intelligence.IT-AIC-7.1
- 2.
Use a problem-solving process (e.g., Design Thinking) to design a creative solution to a real- world problem that could be solved with Artificial Intelligence.IT-AIC-7.2
- 3.
Apply programming, logic, and data science to solve problems.IT-AIC-7.3
Examine how related student organizations are integral parts of career and technology education courses through leadership development, school and community service projects and competitive events.IT-AIC-8
- 1.
Explain the goals, mission, and objectives of the career-technical student organization (CTSO).IT-AIC-8.1
- 2.
Explore the impact and opportunities a student organization can develop to bring business and education together in a positive working relationship through innovative leadership and career development programs.IT-AIC-8.2
- 3.
Explore the local, state, and national opportunities available to students through participation in related student organization including but not limited to conferences, competitions, community service, philanthropy, and other CTSO activities.IT-AIC-8.3
- 4.
Explain how participation in career and technology education student organizations can promote lifelong responsibility for community service and professional development.IT-AIC-8.4
- 5.
Explore the competitive events related to the content of this course and the required competencies, skills, and knowledge for each related event for individual, team, and chapter competitions.IT-AIC-8.5
Frequently asked questions
- What grade levels do these standards cover?
- Grade 9, Grade 10, Grade 11, and Grade 12
- When were these standards adopted?
- 2021
- Where can I read the official document?
- Georgia Standards of Excellence Artificial Intelligence Concepts (11.44400)
Keep exploring
Keep exploring CTAE standards
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- Manufacturing (2021)
- Marketing and Entrepreneurship (8.441)(2021)
- Marketing Management (8.442)(2021)
- Marketing Principles (8.474)(2021)
- Marketing Research (8.48)(2021)
- Networking Fundamentals (11.46100) (2021)
- Networking Systems and Support (11.46200) (2021)
- Programming, Games, Apps, and Society: Grades 9, 10, 11, 12
- Promotion and Digital Marketing (8.451)(2021)
- The Entrepreneurial Venture (6.452) (2022)
- Transportation, Distribution, and Logistics (2021)
- Web Design (11.42500) (2021)
- Web Design (2021)
- Web Development (11.42500) (2021)
- Wildlife Management (2013)
- Workforce Ready (2021)
- Criminal Investigations (2013)
- General Horticulture and Plant Science (11.42000) (2013)
- Patient Care Fundamentals (2013)
- Applications of Public Health (2021)
- Early Childhood Care and Education 1 (2013)
- Early Childhood Care and Education II (2013)
- Early Childhood Care and Education III (2013)
- Early Childhood Care and Education Practicum (2013)
- Essentials of Healthcare (2013)
- Food for Life (2013)
- Food Science (2013)
- Food, Nutrition & Wellness (2013)
- Foundations of Interior Design (2013)
- Fundamentals of Fashion (2013)
- Introduction to Metals (2013)
- Textile Science (2013)
- Welding 1 (2013)
Other Georgia subjects
Georgia- Career Development3 sets
- Computer Science8 sets
- CTAE: Agriculture, Food & Natural Resources Career Cluster8 sets
- CTAE: Hospitality & Tourism Career Cluster3 sets
- Early Learning and Development (GELDS)6 sets
- English Language Arts14 sets
- Fine Arts101 sets
- Health Education10 sets
- Mathematics38 sets
- Physical Education10 sets
- Programming Standards for Meeting the Needs of Gifted & High-Ability Learners1 set
- Science27 sets
- Social Studies20 sets
- Standardized Test Prep (SAT/ACT)1 set
- World Languages and Global Workforce Initiatives17 sets