Graduate Certificate in Applied A.I. Solutions Development (Co-op)

at George Brown College - Casa Loma Campus Canada

The International Fashion Management program is a one-year graduate certificate program* designed for the student or industry professional with a serious interest in the international apparel business.

The program provides you with the skills essential to succeed in the global apparel market. As new communication technologies make the world a smaller place, more possibilities for the fashion industry emerge on an international scale, along with many related career opportunities.

You are exposed to world trade through the study of economic, legal and cultural factors that affect international trade policies. Specifically, the focus of study is on the understanding of business practices, global marketing, logistics and supply chain management as they relate to the fashion industry worldwide. The program content combines analytical and management skills, along with knowledge of world culture and understanding of the global economy, to enable success in the international apparel industry.

Program Learning Outcomes
The graduate has reliably demonstrated the ability to:

• Manage processes relating to the international movement of apparel goods according to supply chain and logistics principles.
• Identify the knowledge of international trade and licensing agreements required to perform import, export and source functions in an apparel business operation.
• Analyze global economics and geopolitics to inform selection of international apparel business partners.
• Research and create a global marketing plan to support international apparel business strategies.
• Develop culturally appropriate strategies and techniques to communicate successfully in a global apparel business environment.
• Select current business practices, research methods, analytic techniques and tools required to conduct apparel business operations in a global context.
• Practise business ethically by applying principles of environmental, economic and social sustainability to domestic and international apparel operations.

As we advance further into this increasingly digital world, Artificial Intelligence and Data Science will revolutionize most industries by optimizing business processes and automating decision-making in many white-collar jobs. The Applied A.I. Solutions Development program will instill graduates with the skills needed to provide existing businesses and emerging startups with the tools required to thrive in the digital revolution.

This three-semester graduate certificate program uses a hands-on, applied approach to the field of A.I., giving students the broad range of skills needed to excel in this rapidly growing industry.

It teaches the development and application of Machine Learning/Deep Learning models and provides a fundamental understanding of the underlying mathematical algorithms that power them. This combination of knowledge and skills will allow graduates to identify and select appropriate algorithms for a given use, build and fine-tune models, and visualize and effectively communicate the resulting data, thereby bridging the traditional roles of Data Scientist, Machine Learning Engineer and Business Translator.

Your Field Education Options

• To be eligible for co-op, a student must complete all Semester 1 and Semester 2 courses. As well, an overall GPA of 3.0 must be achieved.
• During the third semester of the program, students may choose whether to apply for a Co-op position or take a Work Integrated Learning course that includes an industry-sponsored project.

Program Learning Outcomes

• The graduate has reliably demonstrated the ability to:
  • Identify, evaluate and manage relevant data sources to support data analytics and to meet organizational needs.
  • Recommend different systems, architectures and data storage technologies to support data-driven solutions.
  • Develop and deploy complete Machine Learning/Deep Learning production systems for a variety of industry use cases that meet the needs of a specific operational/business process.
  • Assess and apply appropriate mathematical models, algorithms, tools and frameworks to develop A.I.-enabled, industry-specific solutions.
  • Design and present A.I. solutions effectively to stakeholders through the use of data visualizations.
  • Apply legal, ethical, privacy and security-related standards and considerations in data science projects in a manner that protects privacy and confidentiality, addresses data bias and transparency, and ensures data integrity.
  • Implement artificial intelligence systems on time and budget using best practices and strategies in design thinking, project management and lifecycle management.
  • Design artificial intelligence (A.I.) systems through the application of systematic approaches and methodologies to meet growing organizational needs.

The Construction Engineering Technician program studies the characteristics of various building types with an appreciation for the latest energy and environmental technologies. The program also focuses on areas that include:

• Interpretation of construction documents
• On-site building engineering and safety
• Quantity surveying (estimating labour, materials, and equipment required for a project)
• Building codes and construction contracts
• Site management practices

Laboratory courses provide practical building layout surveys and quality control testing of various building materials. You will also gain extensive computer experience, working with general business and Building Information Modeling (BIM) software and specialized construction management and estimating software.

Your Field Education Options

• Purpose and Definition of Field Experience
  • Field experience combines classroom learning with hands-on work experience structured to meet specific curricular outcomes. This approach to education relies upon a three-way partnership: the student, the institution and industry. Success depends upon the co-operative efforts of each party. It forms the basis for students’ experiential learning which is achieved when the cycle of experience, reflection, and learning is completed. It is a mandatory component of the T161 Construction Engineering Technician program. Field experience positions can be paid or unpaid. Both fulfill the academic requirement as well as strengthen students’ resumes, positioning them more effectively for future employment.
  • The field experience requires students to accumulate 100 hours of construction industry-related experience over the course of their third and fourth semesters. The field experience is facilitated through the Angelo DelZotto (ADZ) School of Construction Management, via collaborative efforts from the academic supervisors, program coordinators, and the chair.

Program Learning Outcomes

• The graduate has reliably demonstrated the ability to:
  • Develop and use strategies to enhance professional growth and ongoing learning in the construction engineering field.
  • Comply with workplace health and safety practices and procedures in accordance with current legislation and regulations.
  • Complete duties in compliance with contractual obligations, applicable laws, standards, bylaws, codes and ethical practices in the construction engineering field.
  • Carry out sustainability practices in accordance with contract documents, industry standards, and environmental legislative requirements.
  • Collaborate with and facilitate communication among project stakeholders to support construction projects.
  • Collect, process and interpret technical data to produce written and graphical project-related documents.
  • Contribute to the collecting, interpreting and applying of survey/geomatics and layout information to implement construction projects.
  • Identify and use industry-specific electronic and digital technologies to support the design and construction of projects.
  • Contribute to the resolution of technical problems related to the design and implementation of construction projects by applying engineering concepts, basic technical mathematics, and building science.
  • Assist in the scheduling and monitoring of the progression of construction projects by applying principles of construction project management.
  • Assist in the preparation of accurate estimates of time, cost, quality and quantity, tenders and bids.
  • Perform quality control testing and monitoring of equipment, materials, and methods involved in the implementation and completion of construction projects.
  • Apply teamwork, leadership and interpersonal skills when working individually or within multidisciplinary teams to complete work on construction projects

Students in this program will gain an in-depth knowledge of the construction industry including:

• Methods and materials of construction
• Construction estimating
• Construction law, contracts and bidding
• Project management and control 
• Construction graphics and detailing 

This program shares the first four semesters with the Construction Engineering Technician program. Semesters 5 & 6 prepare you for a wider range of career options in the construction sector. This three-year program equips you for positions with higher levels of responsibility and accountability in such areas as construction planning, project management, estimating, budget and bid preparation, sustainable building science and engineering studies.

Today, few organizations make any significant plans without thoroughly understanding the Information Technology (IT) implications. IT professionals are a vital part of decision-making business teams. George Brown College answers this need with its three-year (six-semester) Computer Programmer Analyst program. The broad education in programming and IT analysis that it offers can provide you with a stable platform for career growth in the rapidly expanding and ever-changing world of information technology.

During the first two years of the program, you will develop the skills and techniques required for software application development and testing. The industry tells us they are looking for Computer Programmer Analysts with “the total package.” So the third year includes advanced technical skills in areas such as systems analysis and design techniques – and continues to develop communications, teamwork and other client service skills such as needs assessment, sales, and presentation methods.

George Brown offers other distinct advantages:

• Students are involved in project-based and experiential learning.
• In the third year, students are exposed to the fast-growing game development sector.
• Students are also exposed to mobile application development using the latest mobile devices.

*If you enrol in January, you must complete semester 2 in the summer, May to August, in the same year.

Note: In this rapidly changing industry, program improvements are being made on an ongoing basis, which may result in course changes. Changes are made in consultation with our Program Advisory Committee, which is composed of academic staff and industry representatives from small, medium-sized and large corporations.

Program Learning Outcomes

• The graduate has reliably demonstrated the ability to:
  • Identify, analyze, design, develop, implement, verify and document the requirements for a computing environment.
  • Diagnose, troubleshoot, document and monitor technical problems using appropriate methodologies and tools.
  • Analyze, design, implement and maintain secure computing environments.
  • Analyze, develop and maintain robust computing system solutions through validation testing and industry best practices.
  • Communicate and collaborate with team members and stakeholders to ensure effective working relationships.
  • Select and apply strategies for personal and professional development to enhance work performance.
  • Apply project management principles and tools when responding to requirements and monitoring projects within a computing environment.
  • Adhere to ethical, social media, legal, regulatory and economic requirements and/or principles in the development and management of the computing solutions and systems.
  • Investigate emerging trends to respond to technical challenges.
  • Gather, analyze and define software system specifications based on functional and non-functional requirements.
  • Design, develop, document, implement, maintain and test software systems by using industry standard software development methodologies based on defined specifications and existing technologies/frameworks.
  • Select and apply object-oriented and other design concepts and principles, as well as business requirements, to the software development process.
  • Gather requirements and model, design, implement, optimize, and maintain data storage solutions.
  • Integrate network communications into software solutions by adhering to protocol standards.

The Jewellery Arts program focuses on goldsmithing techniques and design skills that are necessary to succeed as a jewellery designer and goldsmith. You learn all aspects of jewellery making – sawing, filing, soldering, casting and polishing, and the particulars of working with silver, gold and gemstones. You are required to utilize various design strategies and study the wide variety of jewellery forms open to you as a designer. Skills in the application of the creative process are important. Use of technology and fundamental jewellery business skills are integral to the program.

You are encouraged to work to the highest goldsmithing standards as you create jewellery with precious metals and gemstones. Projects are designed to advance technical and design skills, while at the same time permitting individual expression. An annual jewellery exhibition showcases graduating students' projects. Students have the opportunity to participate in numerous competitions, and to volunteer for and attend industry events.

Program Learning Outcomes

• The graduate has reliably demonstrated the ability to:
• Create jewellery items in copper, brass, silver and gold, using adept goldsmithing skills for employment in the jewellery industry.
• Apply specialized jewellery skills to industry standards to inform technique and design.
• Devise jewellery design solutions to meet client needs taking both material and process requirements into consideration.
• Construct finished jewellery pieces according to given designs.
• Produce technical drawings and illustrations to communicate jewellery designs as required.
• Select fabrication processes to optimize jewellery production.
• Contextualize jewellery according to historical and stylistic qualities to assess provenance, materials and method of production.
• Produce industry quality jewellery items using the lost wax casting process.
• Incorporate polishing techniques to produce market ready jewellery items.
• Differentiate gemstones and their properties as required in the jewellery industry.
• Follow ethic, security and business practices consistent with jewellery industry standards.
• Employ jewellery tools, equipment and materials in a confident and safe manner.
• Use computer software (CAD skills) to produce 2D drawings and 3D models of complex jewellery forms, and digital manufacturing technologies (CAM skills) to produce industry quality jewellery items.
• Produce a professional portfolio that documents attained skills, including jewellery and jewellery designs, for employment applications and marketing opportunities.

Building automation systems don't just control the basics: they regulate airflow, monitor energy use and are integrated with security, lighting and other building systems to deliver comfort, safety and energy efficiency. Today’s buildings are increasingly complex, and they differ in use and size, but also in operating hours, comfort levels and environmental conditions. Offices, residences, hotels, schools and administrative buildings all have different requirements. Optimal building services technology is the result of appropriate systems design and integration during planning, construction, commissioning and operation.

This advanced diploma program in Building Automation provides students the technical skills they need for success in the job market. Students learn to:

• Install, program, adjust and maintain building automation systems
• Program and install sensors, actuators and controllers
• Collect data for use in real-time or for archiving in a central server
• Work with building software platforms that interconnect different systems

Graduates will have a diverse set of skills and abilities that will also prepare them for "green" careers focused on energy efficiency, renewable energy and the environment. This program provides a skill set that is in high demand in both the construction industry and the controls and automation industry.

Industry Skills

• Safety practices in the installation and troubleshooting of HVAC/R systems, including applicable codes and standards of the NEC, ASHRAE, OSHA, EPA and other regulatory bodies.
• Basic HVAC/R processes and the function, layout and operation of commercial HVAC/R systems.
• Functions, operating characteristics and applications of the control loops and control modes in digital, analog and pneumatic commercial control systems.
• Blueprints and manufacturer’s technical instructions for installing or servicing a sensor, controller, actuator and related relays and power supplies.
• General-purpose software and specific building automation software that monitors and controls HVAC/R and electrical systems.
• Various BAS controls and systems, including DCS, PLC, PAC and SCADA.
• Functions of network devices and protocols, such as a bridge, router, gateway, hub, firewall, twisted pair, Ethernet, TCP/IP, Zigbee, WiFi, BAS/IP and BacNet.
• Emerging green technologies, such as solar, wind and hydronic, and how they can be integrated into building systems and residential applications.

Program Learning Outcomes
The graduate has reliably demonstrated the ability to:

• Fabricate and build electrical, electronic, and mechanical components and assemblies in accordance with operating standards, job requirements, and specifications.
• Analyze, interpret, and produce electrical, electronic, and mechanical drawings and other related technical documents and graphics necessary for electromechanical design in compliance with industry standards.
• Select and use a variety of troubleshooting techniques and equipment to assess, modify, maintain, and repair electromechanical circuits, equipment, processes, systems, and subsystems.
• Modify, maintain, and repair electrical, electronic, and mechanical components, equipment, and systems to ensure that they function according to specifications and to optimize production.
• Design and analyze mechanical components, processes, and systems by applying engineering principles and practices.
• Design, analyze, build, select, commission, integrate, and troubleshoot a variety of industrial motor controls and data acquisition devices and systems, digital circuits, passive AC and DC circuits, active circuits and microprocessor-based systems.
• Install and troubleshoot computer hardware and programming to support the electromechanical engineering environment.
• Analyze, program, install, integrate, troubleshoot and diagnose automated systems including robotic systems.
• Establish and maintain inventory, records, and documentation systems to meet organizational and industry standards and requirements.
• Select and purchase electromechanical equipment, components, and systems that fulfill job requirements and functional specifications.
• Specify, coordinate, and apply quality-control and quality-assurance programs and procedures to meet organizational standards and requirements.
• Work in compliance with relevant industry standards, laws and regulations, codes, policies, and procedures.
• Develop strategies for ongoing personal and professional development to enhance work performance and to remain current in the field and responsive to emergent technologies and national and international standards.
• Contribute as an individual and a member of an electromechanical engineering team to the effective completion of tasks and projects.
• Design and analyze electromechanical systems by interpreting fluid mechanics and the attributes and dynamics of fluid flow used in hydraulic and fluid power systems
• Contribute to project management through planning, implementation and evaluation of projects, and monitoring of resources, timelines, and expenditures as required.

The evolution of information and communication technologies is transforming the health-care system and creating new ways of accessing and exchanging information that will impact the health-care sector. Health-care and information systems professionals currently employed or with experience in a health-care or technology environment, or who have an interest in the advancement of information technologies in the health-care delivery sector, will be interested in this program.

The Health Informatics graduate certificate program brings together professionals in health-related and information technology sectors to develop specialists in health informatics who can respond to the current and emerging needs of health-care systems. This intensive program is designed for IT, health-care or related professionals who aspire to enter into a health informatician/analyst role, or practitioners who wish to enhance their experience with formal education. Participants will be engaged and supported by a team of health informatician/business system analyst professionals and faculty in developing critical skills and competencies in the areas of:

• Health-care systems, technologies and trends
• Ethical, professional, legal and policy implications of health information systems technologies and health information standards
• Problem identification and analysis
• Documenting and analyzing health-care organization, health-user and solution requirements
• Process, workflow and system/solution modelling
• Project management
• Technical writing
• Leadership and management
• Business and system analysis techniques and core-professional competencies such as analytical thinking and problem solving, communication and facilitation, and interactional skills.

The Health Informatics program provides breadth and depth of applied knowledge in the field of health informatics. A key characteristic that sets this graduate certificate program apart is the applied nature of the curriculum. Students will be immersed in the process of health informatics/analysis through case studies, industry projects, and practical work experience, and will be responsible for developing solutions. The uniqueness of this program is in creating graduates with work-ready skills built through applied, hands-on experience.

Graduates of the program will have acquired knowledge, skills and competencies relevant to professional certification programs in Health Informatics/Information and Management Systems.

Graduates will be able to:

• Formulate change strategies to implement appropriate health information systems technologies (HIST) within the health-care setting.
• Apply business and system analysis techniques to evaluate the effectiveness of health information systems technologies within a health-related setting.
• Integrate relevant standards and professional, ethical and legislative requirements with the appropriate health information system technologies.
• Design training and education for the effective use of HIST.

Program Learning Outcomes

• The graduate has reliably demonstrated the ability to:
  • Assess organizational requirements for health information system technologies (HIST).
  • Formulate strategies for the selection and implementation of HIST.
  • Design and deliver educational/training strategies for end-users.
  • Evaluate the impact of HIST on business/clinical processes, and on health services delivery.

The program covers installation, testing, maintenance, analysis and troubleshooting of specified electrical circuits, equipment and systems under the supervision of a qualified person. Throughout the program, students will learn to apply health and safety standards to their work, and perform tasks in accordance with the standards of the Canadian Electrical Code.

Program Learning Outcomes
The graduate has reliably demonstrated the ability to:

• Assist in the interpretation and preparation of electrical drawings including other related documents and graphics.
• Analyze and solve simple technical problems related to basic electrical systems by applying mathematics and science principles.
• Use and maintain test and instrumentation equipment.
• Assemble basic electrical circuits and equipment to fulfill requirements and specifications under the supervision of a qualified person.
• Assist in the installation and troubleshooting of basic electrical machines and associated control systems under the supervision of a qualified person.
• Assist in testing and troubleshooting electrical and electronic circuits, equipment, and systems by using established procedures under the supervision of a qualified person.
• Assist in the troubleshooting of control systems under the supervision of a qualified person.
• Use computer skills and tools to solve basic electrical related problems.
• Assist in conducting quality assurance procedures under the supervision of a qualified person.
• Assist in the preparation and maintenance of records and documentation systems.
• Install and assist in testing telecommunication systems under the supervision of a qualified person.
• Apply health and safety standards and best practices to workplaces.
• Perform tasks in accordance with relevant legislation, policies, procedures, standards, regulations, and ethical principles.
• Apply basic electrical cabling requirements and install and test system grounding for a specified number of applications under the supervision of a qualified person.
• Identify problems and troubleshoot electrical systems under the supervision of a qualified person.
• Assist in the selection of electrical equipment, systems and components to fulfill the requirements and specifications under the supervision of a qualified person.

Design can change the world. Architectural technologists are key members of a project team and play a vital role in turning conceptual design ideas into technical construction documents and practical, buildable solutions. This three-year program provides you with the essential knowledge base and fundamental skills required to work as an architectural technologist within the many companies and sectors of the architectural and construction industry. Performing tasks of a technical nature, you will be part of a team of professionals and tradespeople involved in the building design, construction and management process.