Graduate Certificate in Artificial Intelligence with Machine Learning

at Humber College North Campus Canada

Hearing instrument specialists (HIS) are valued members of a hearing health-care team. They conduct comprehensive diagnostic hearing assessments, develop hearing health-care plans, dispense advanced digital assistive hearing devices and evaluate outcomes using evidence-based verification methods.   

In the Hearing Instrument Specialist diploma program, you develop the academic knowledge and hands-on, real-world experience required to become a valued hearing health professional.  We combine online and in-person learning models, work-integrated learning, exceptional faculty and state of the art facilities to prepare students to skillfully work within their scope of practice and collaborate effectively as part of an interdisciplinary health-care team. Graduates of our program develop the confidence to adapt to the evolving needs of today’s patient and the emerging technologies for patient care and hearing devices.   

This program develops holistic and critical thinkers, confident clinicians and compassionate communicators who will become outstanding professionals, effective practitioners and leading contributors in their field. 

Program Highlights
Experience a number of interesting and unique courses within the program such as:

• Fundamental Principles of Hearing Devices
• Learn the history of hearing aids, basic principles of electronics and circuitry, and how this relates to the circuitry of hearing devices and styles of hearing aids. Apply this knowledge to choose the appropriate hearing device for a patient profile, and how to compare the benefits and limitations of each hearing aid style.
• Patient Psychology and Counselling Skills
• Explore the individual, familial, and societal impacts of hearing loss on a psychological, emotional, and social level. Formulate the necessary skills to connect with patients on an empathetic, culturally sensitive, and professional level. Become adept at in-depth case history taking and having goal-oriented discussions to motivate patients in their hearing rehabilitation.
• Disorders
• Identify various pathologies within the peripheral and central auditory system. Collaborate confidently with other medical professionals if referral is warranted. Through this course, you will understand the pathologies behind different types of hearing loss such as hyperacusis, tinnitus, and noise induced hearing loss.

The Artificial Intelligence with Machine Learning Ontario Graduate Certificate was developed to fill the need for a growing and in-demand skillset. Designed for students with experience in computer programming, software development or computer science, students learn the fundamentals of Artificial Intelligence (AI) and Machine Learning (ML) to apply AI models and ML algorithms to a broad range of practical applications including natural language processing, image processing, computer vision and for business decision making. Students will also gain experience in applying AI tools in data analytics and data mining. Technical skills will be complemented by knowledge in regulations, policy and ethics in applying AI technology, as well as project management, communication and teamwork skills.

In the final semester, learners complete an industry-supervised capstone project to solve real-world problems and to showcase skills and knowledge that they have learned in the program. Their projects are showcased at an exhibition event to industry partners, community leaders, faculties and peer students. The program also provides opportunities to engage with a broad community and industry network through guest speakers, network events and applied research in collaboration with industry partners.

Learning Outcomes
Upon successful completion of the program, a graduate will:

1. Design and implement secure artificial intelligence and machine learning software systems and applications using data science, mathematics, data mining principles, algorithms and tools to meet client needs.
2. Defend the algorithms and models used to solve problems in artificial intelligence and machine learning projects through clear and accurate written and verbal presentations to stakeholders.
3. Comply with corporate policies, ethical standards, and industry and government regulations, in implementing artificial intelligence solutions.
4. Evaluate industry trends and emerging technologies in artificial intelligence and machine learning to inform personal and business practices and maintain currency and relevancy in the field.
5. Design and apply artificial intelligence and machine learning algorithms and models to solve problems and meet the specified needs of a client or stakeholder.
6. Apply project management principles and methodologies to manage the timelines, cost, scope and other resources of artificial intelligence projects.
7. Recommend the system infrastructure, including the necessary architecture and storage technology, that meets the needs of an Artificial Intelligence application.

Humber’s Building Construction Technician diploma program is one of three stackable programs within the Carpentry-Construction group. Along with the Carpentry and Renovation Techniques certificate and the Construction Engineering Technology advanced diploma, the program introduces students to the carpentry trade, gives practical experience with trade regulations and with best practices. Students will be able to move from this diploma program into the advanced diploma program. Additionally, Humber’s Carpentry and Renovation Technician diploma and Industrial Woodworking Technician diploma offer additional pathways and laddering opportunities.

You will learn worksite health and safety practices in accordance with legislation and regulations; and how to review building plans and complete work in compliance with contractual obligations, codes, applicable laws, bylaws, standards and ethical practices. Coursework will include sustainability practices.

You will learn to produce project sketches and documents in accordance with project specifications, assist in the preparation of estimations and to safely operate tools. You will be well-prepared for all building stages - from site layout and footings to the application of interior and exterior finishes.

Optional Co-op

This program offers a co-op option. A co-op work term enables you to apply your skills and knowledge in a work environment and gain valuable, practical experience related to your program of study. You will learn new skills, learn about the world of work and meet people in your profession.

For students who are accepted into the program, one co-op work term will take place between Semesters 2 and 3. There are limited spaces in the co-op option. Therefore, you will apply for the co-op option during Semester 1 and be informed of the process by which to apply.  While co-op work opportunities are not guaranteed, as students are in a competitive job placement market, participating students will receive a wide range of services to help them find a co-op opportunity.

This is one of the few Pre-Health Pathway programs with real science lab experience with no prior lab experience/studies necessary. There are a multitude of careers in health sciences, and this program is a pathway to explore your options. You will strengthen your science, writing and math skills, and explore career paths in biotechnology, pharmacy technician, registered or practical nursing, Chinese medicine, paramedicine and more. 

This program will enable you to:  

• Experience learning in a science lab 
• Participate in lab teams and conduct science experiments – starting in your first semester 
• Build your foundational skills in math, critical thinking, problem solving – key skills for every career in the health sciences 
• Gain science credits in Biology, Anatomy, Chemistry, Physics and more 
• Hone your academic skills for future studies 
• Explore many possible careers in health sciences with guest speakers and pathways events 
• You will learn to analyze personal and professional situations from various perspectives to help develop a sense of personal and social responsibility as a citizen and allied health professional.

Humber’s Bachelor of Engineering program begins with a common platform of first year courses which provide foundational engineering knowledge and skills. Following the first year, the curriculum branches into three different discipline areas: Information Systems Engineering, Mechatronics, and The Built Environment.  

The Bachelor of Engineering - Information Systems Engineering discipline prepares you for an interdisciplinary field of study that encompasses rapidly changing, evolving and converging areas of computer, software, networking, telecommunications, mobile applications, internet and cyber security. Following the first year, the curriculum covers the core courses in various subjects such as digital systems, operating systems, embedded systems, communication engineering, software engineering, mobile applications and systems, and more. In the third year, the program branches out to two specializations, Internet of Things (IoT), and Data Network and Security, with eight specialization courses in each. 

The program also provides project-based learning, experiential learning with hands-on and practical training, applied research opportunities, and work-integrated learning activities. Students will have opportunities to solve real-world problems while developing professional skills such as teamwork, communication, presentation and project management. 

Work Placement
A co-op work program (three consecutive work terms, 420 hour each) ensures that work-integrated learning experiences are woven into the curriculum. This provides students with a contextual understanding of the industry and specific sectors they are training for, as well as recognition of the importance of hands-on experience.

Humber’s Computer Programming and Analysis advanced diploma program is designed to prepare you for a wide variety of employment opportunities within the dynamic and ever-growing field of computer programming, software and web development and analysis.  

In addition to learning programming skills in a variety of languages, from Java and ASP.NET to PHP, Python and mobile programming (Android and iOS), the courses are designed to give students a solid foundation in theory and practice in web development and design, Oracle database management and administration, project management, technical writing, and all facets of information systems. This program also gives students the opportunity to study specialized topics such as AI (Artificial Intelligence), machine learning, data analytics, cloud computing, IT security and big data. 

Students also learn about the standards of planning, developing, testing and deploying integrated software solutions. In addition to building collaborative and teamwork soft skills, this program prepares students for today's competitive job market. 

Graduates of this program are prepared to analyze business requirements and justify solutions for the improvement or automation of organizational and individual workflow. From developing and testing computer programs to ensuring secure implementation of integrated solutions, graduates of this program will be equipped with the up-to-date skills and knowledge to succeed in a broad range of employment settings, in a variety of sectors, and in both large and small organizations. 

Optional Co-op
This program offers a co-op option. Co-op work terms enable you to apply your skills and knowledge in a work environment and gain valuable, practical experience related to your program of study. You will learn new skills, learn about the world of work and meet people in your profession. 

For students who are accepted into the program, three co-op work terms will take place. The first four-month work term is between Semesters 3 and 4, and then two consecutive four-month work terms between Semesters 4 and 5.? There are limited spaces in the co-op option. Therefore, you will apply for the co-op option during Semester 1 and be informed of the process by which to apply.??While co-op work opportunities are not guaranteed, as students are in a competitive job placement market, participating students will receive a wide range of services to help them find a co-op opportunity. 

The Industrial Woodworking Technician diploma program (located at the Humber Centre for Trades & Technology) provides you with the knowledge and skills to construct and install basic cabinets, as well as build traditional furniture using recognized trade practices. By completing a series of woodworking projects, students explore various types of joinery and construction techniques using hand tools, portable power tools, stationary machines, as well as computer-based technologies. Time management skills and the ability to work to a deadline are developed and stressed throughout the program. Graduates of the program will be able to produce shop drawings, calculate a list of materials, cut out and assemble basic cabinetry or furniture, and apply a finish. Graduates are able to safely operate most common stationary woodworking machinery, as well as program and run a number of CNC machines.

Employer interest in our graduates has grown steadily during the program’s history. We offer a comprehensive program that provides a solid grounding in woodworking and prepares a student for employment in a wide range of areas including store fixtures, architectural millwork (doors and windows), the kitchen cabinet industry, and furniture construction. Our advisory committee of industry professionals reviews our curriculum and ensure that students are receiving relevant training to prepare them for work in a range of woodworking related fields.

Humber’s Landscape Technician diploma program is based on the principles of sustainability, conservation and environmental sensitivity. You’ll learn about landscape design and development, site construction, general horticulture, grounds maintenance, and related technologies through a combination of in-class studies and hands-on landscape training.

At Humber, we have exceptional facilities for landscape education. The Humber Arboretum, for example, is a 250-acre botanical garden centred on the west branch of the Humber River, surrounding Humber’s North Campus. It includes ornamental, woodland and wildlife gardens serving as a unique living classroom for plant studies, construction, arboricultural and horticultural skills. Our construction lab is housed in a weather-protected 8,000-square-foot facility which allows you to build full-scale structures such as decks, gazebos and retaining walls. Our computer labs use the latest in computer-aided design (CAD) software which enables you to prepare professional construction documents.

Humber’s Web Development graduate certificate program focuses on the development of websites and web services for multiple environments including database-driven programming, content management and mobile services. A combination of conceptual and practical training will prepare you to execute effective, efficient website design.

Work completed individually and in teams will simulate the real-world work environment and hone collaborative and teamwork skills. You will create commercial websites that apply theories of user-centered design, security, information architecture, quality assurance testing and responsive design. This program will help you master the project management and presentation skills that are key to success in the workplace.

You will be working on websites that meet strict business and development requirements. By the end of your final semester of study, you will have developed a comprehensive personal portfolio of your competencies, and you will be able to promote your skills at a portfolio show.

Learning Outcomes
Upon successful completion of the program, a graduate will:

• Explain the types of business transactions conducted on a commercial website and the process for development of such transactions.
• Prepare and present a proposal and a business plan for a commercial website.
• Implement a website solution based on a set of business requirements or client specifications.
• Create a complete content management system using a database and scripting language.
• Develop data-driven websites for multiple platforms in accordance with best practices, industry standards in content management, security, database design, interface design, usability, accessibility and personalization.
• Design and develop web services for a website using software programs.
• Design a full featured functioning commercial website using software programs, including a defined information architecture that is supported by navigation, layout, text and graphics.
• Manage web development projects using project management practices, documentation and software.
• Test, troubleshoot and debug software created in the web projects.
• Develop web projects as a leader or member of a web development team.

Work Placement

• Students will participate in a mandatory work placement which follows the last semester of study.

Humber’s Bachelor of Engineering program begins with a common platform of first year courses which provide foundational engineering knowledge and skills. Following the first year, the curriculum branches into three different discipline areas: Information Systems Engineering, Mechatronics, and The Built Environment.  

The Bachelor of Engineering – Mechatronics discipline gives you hands-on experience with industry-standard advanced technology. You can choose from focused study in either robotics or embedded systems. During the course of the program, students will solve real industry and community problems and gain knowledge and skills in mechanical, electrical, electronics and computer engineering. Students use emerging and cutting edge technologies in robotics, control, electronics, Programmable Logic Controllers (PLC), motors, mechanical components, digital and analog circuits, Artificial Intelligence (AI), Virtual Reality (VR), machine learning, modelling, simulation, embedded systems, and advanced manufacturing. Each of these themes provides theoretical knowledge alongside hands-on training to complement a systems-thinking approch to solving real world problems. 

In addition, this program provides an opportunity to work on industry-led projects through multidisciplinary capstone projects as well as applied research opportunities. Through these experiences, students apply the theoretical knowledge gained during their education to solve real industry problems, while improving their professional skills such as teamwork, communication, collaboration and problem-solving. 

This program is also offered at Sault College in Sault Ste. Marie, Ontario. Students in the program will collaborate on activities using technology that will involve simultaneous learning at both colleges. 

Work Placement
A co-op work program (three consecutive work terms, 420 hour each) ensures that work-integrated learning experiences are woven into the curriculum. This provides students with a contextual understanding of the industry and specific sectors they are training for, as well as recognition of the importance of hands-on experience.