Graduate Certificate in Artificial Intelligence with Machine Learning

at Humber College North Campus Canada

Humber’s Business Administration – Accounting advanced diploma program covers a number of areas including accounting theory, procedures and best practices. Detailed instruction is provided in bookkeeping, auditing, taxation, business law, information systems, finance and management. You’ll gain hands-on experience in industry-standard software such as Profile (personal and corporate tax), Access, Excel, SAGE 50 Accounting (formerly known as Simply Accounting) and Accpac Plus in our Accounting Centre. Learn the inner workings of the accounting field from expert faculty who will teach you key concepts in accounting and taxation related to buying, selling, financing and investing transactions.

Industrial designers design products for consumers.  Examples include sports footwear, headphones, wearables and automobiles. Graduates of the program are in high demand for the practical skills gained through the program’s hands-on learning environment. These skills include sketching, digital graphic rendering, model-making and computer-aided design (CAD).  The program is project driven, and many of the design projects will involve industry collaboration to ensure real-world relevance.

Students elect a design specialization in Year 3 in one of:

• Automotive design
• Product design or
• Interaction design

Automotive designers design the appearance (styling) of motor vehicles including automobiles, motorcycles and off-road vehicles. Humber is the only industrial design program in Canada that offers an automotive design specialization. 
In product design, there is more emphasis on the method of finding a solution to a user’s problem in order to make doing a task easier or make the user experience with the product more satisfying.
Interaction design is a new offering in the program which recognizes that more and more physical products are integrating a digital component, including touch screens or voice activation.

Learning Outcomes

• Upon successful completion of the program, a graduate will:
  • Meet the professional criteria as established by the ACIDO Charter (The Association of Chartered Industrial Designers of Ontario), demonstrating core competencies in skills, knowledge and design methodology in industrial design meeting.
  • Design, document and communicate high quality interior design propositions of varying size, scope and complexity employing principles of evidence-based design methodology.
  • Explain how products work; how products can be made to work better for people; what makes a product useful, usable, and desirable; and how products are manufactured and serviced.
  • Select and employ appropriate visual languages to investigate, analyze, interpret, develop and articulate ideas for two and three-dimensional projects.
  • Produce sophisticated design proposals emphasizing three-dimensional quality of space achieved through architectural detailing.
  • Communicate concepts and requirements to other designers and colleagues who work with them, and to clients and employers. This need to communicate draws upon: verbal and written forms, two-dimensional and three-dimensional media, and levels of detailing ranging from sketching to engineering drawings.
  • Employ computer-aided drafting (CAD), computer-aided industrial design (CAID), and appropriate 2D and 3D graphic software to create graphic presentations and marketing materials.
  • Integrate sustainable practices in the design process and demonstrate leadership by educating users in these principles.
  • Analyze the complexity of forces – economic, political, physiological, sociological and technological – which influence the design of the physical environment.
  • Incorporate principles of user-centered design, human factors and ergonomics in design solutions.
  • Select appropriate methods and materials to achieve the technical functionality and aesthetically pleasing built environment.
  • Select the appropriate process(es) and materials for manufacture for a given production volume.
  • Support the marketing function with design strategy supported by graphic/3D materials.
  • Demonstrate an understanding of the relationship between human behaviour and the built environment and the implications in preparing design solutions.
  • Assess the implications for interior design presented by key developments in current and emerging materials, media and technologies and in interdisciplinary approaches to contemporary design practice.
  • Source information on copyright, mechanical patents, and protection of intellectual property, as applied and practiced in the professional field of industrial design.
  • Develop a business case for and present design solutions to a variety of stakeholder in keeping with professional standards and practices.
  • Employ effective and professional communication skills and techniques to interact, negotiate and undertake collaborative efforts including meaningful discussion of one’s work in an open studio environment, with audiences, clients, markets, end-users and team members.
  • Work collaboratively with clients to develop an understanding of the product requirements, leading to a design brief.
  • Confidently employ appropriate professional accountability, personal and business ethics demonstrating competency of industry practices.
  • Work in a team effectively, utilizing skills of collaboration, negotiation, compromise and conflict resolution.
  • Employ appropriate conventions of measurement, scale, site measuring, drafting and volumetric manipulation through a variety of manual and digital modeling techniques.
  • Design to exceed the minimum standards of applicable laws, codes, regulations, and practices that protect the health, safety and welfare of the public.
  • Speak clearly and persuasively for design concepts and resources.
  • Plan and manage projects, demonstrate good time management skills, be a self-starter, and show resourcefulness.
  • Employ both convergent and divergent thinking in the process of observation, investigation, speculative enquiry, ideation, rationalization and implementation of design solutions.
  • Source, navigate, select, retrieve, evaluate, manipulate and manage information from a variety of sources, both primary and secondary.
  • Conduct themselves with honesty and integrity, demonstrating professional accountability.
  • Employ a variety of methods of design to develop design solutions.
  • Analyze information and experiences in order to articulate an academically structured, sustained and well-supported argument supporting a design issue or creative interior design solution.
  • Identify and analyze the customer needs of an identified target market.
  • Find relevant information that informs the design process, employing a number of techniques and skills including: observation, expert interviews, market information, and various digital search techniques.
  • Employ a variety of ideation techniques, including: sketching, brainstorming, rapid sketching, analogy, metaphors, symbols, and form exploration/sketch modeling
  • Develop a design solution which meets users’ needs, derived from concept development, product aesthetics (form, color, texture, haptics) that reflects market trends, human factors (including ergonomics, user interaction, and safety), model making, materials and technology, sustainable design, manufacturing feasibility and design validation, and cost.
  • Demonstrate good problem solving abilities.
  • Develop creative and innovative solutions.
  • Demonstrate a strong aesthetic sensibility and style, resulting in design solutions with visual appeal.
  • Articulate a well-supported argument justifying a design concept or creative design solution.
  • Articulate the difference and relationship between a product’s form and function and the emotional and experiential needs it fulfills.
  • Articulate design strategy in the context of business strategy.

Work Placement

• This program includes a work placement of 420 hours in the summer between Year three and four.

Humber’s Esthetician/Spa Management diploma program gives you the business management and hands-on skills you need for a career in the $119 billion Spa Economy (Global Wellness Institute, 2018). On the business side, learn the fundamentals of business writing, marketing, retail operation and day-to-day spa management. Hands-on courses focus on traditional services such as nail care technologies, advanced facial techniques, waxing, body treatments and makeup applications. As well, you will learn advanced medical esthetic services such as OxyGeneo, microdermabrasion, chemical peels, laser and Intense Pulse Light (IPL).

At Humber, you will practise what you are learning and improve your skills at The Humber Spa, a simulated work environment and retail boutique open to the community. Working under the guidance of qualified lab technicians, you will manage the administrative functions of the spa, including frontline responsibilities, retail operations and providing spa services. You will provide a series of treatments including facials, hand and foot care, and body treatments to clientele.

In the first semester, you will be introduced to spa management and client services, physiology of the skin, and professional skin care, and begin to train in traditional esthetic services. In the second semester, you will study computer applications, advanced facial techniques, waxing services and nail care. Later in the program, you will study marketing, cosmetic applications, human resource management and medical spa services. 

Work Placement
Two work placements offer students experience working with clients. The placements will be onsite at The Humber Spa.

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 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 Paralegal graduate certificate program prepares you for an exciting career in the legal field. You will gain skills in legal research, oral and written advocacy, critical thinking and problem solving through a case-based and problem-based learning environment. You will develop your oral advocacy skills through active learning including presentations and mock trials.

Courses include tort and contract law, residential landlord and tenant law, employment law, small claims court, provincial offences and summary convictions, and administrative tribunal law and procedures. Studies in legal accounting, business planning, ethics and entrepreneurship help prepare you to set up and manage your own paralegal professional practice.

Learning Outcomes:

Upon successful completion of the program, a graduate will:

• Work within areas of permitted practice and articulate limitations on representation for paralegals.
• Develop and assess strategies which adhere to the professional and ethical requirements of the Paralegal Rules of Conduct.
• Research, analyze, interpret and apply the provisions of legislation and case law to client situations using proper legal citation methods.
• Conduct trial and tribunal advocacy in accordance with the permitted scope of practice of a paralegal by utilizing the applicable structure, process, and jurisdictional authority of courts and administrative tribunals.
• Select and employ effective human relations, interpersonal, and intervention strategies to assist in resolving conflicts.
• Develop a coherent case management strategy and execute it effectively.
• Select and utilize information technology resources and current industry computer software.
• Communicate effectively and persuasively, both orally and in writing, using accurate legal terminology.
• Create legal documents and correspondence required for use by clients and on behalf of clients.
• Investigate and utilize paralegal business practices competently and effectively.
• Demonstrate effective time management and organizational skills to meet the timelines and limitation periods within a legal environment.
• Identify and apply discipline specific practices that contribute to the local and global community through social responsibility, economic commitment and environmental stewardship.
   

Humber’s Electronics Engineering Technician diploma program emphasizes electronic products, control systems and telecommunications - all built on a strong basis of computer and networking engineering. The program provides you with hands-on experience of electronic, analog, digital and programmable circuits. Our experienced faculty will teach you about computer programming, interfacing, local networks, radio frequency circuits, basic programmable logic controllers (PLC), industrial electronics, wired and wireless communication devices, and troubleshooting techniques. You’ll be taught how to embed these circuits into smart devices, industrial equipment, and consumer products.

You’ll also build and test circuit boards, learn electronics fabrication, program PLCs and design embedded systems in our state-of-the-art labs including a prototyping facility.

Humber’s Broadcasting - Radio diploma program is designed to prepare you for the performative, creative, technical and business aspects of the radio and audio world. You will learn about radio station operations, broadcast and production equipment, and the fundamentals of gathering, writing, producing, and delivering content for all genres of radio and podcasting. You will also gain in-demand skills in station management, sales, marketing, news, programming and market research.

Your studies will combine practical and theoretical aspects of radio broadcasting including effective speaking skills that can be applied to announcing, and news and sports delivery. You will also be trained in writing and producing for radio using industry software and audio equipment - to fully prepare you for a variety of careers in radio.

Students in our program contribute to 96.9 FM Radio Humber, our fully licensed campus and community radio station, regulated by the Canadian Radio-Television Telecommunications Commission (CRTC). Our signal transmits in the GTA and our station can be heard world-wide via radio.humber.ca. Your radio broadcasting education will include the opportunity to contribute to Radio Humber by creating original content in our digital studios and bringing it to life for our listeners.

Work Placement

• Students will participate in a mandatory work placement during the last semester of study. Our placement partners include 680 News, Global News Radio 640 Toronto, KiSS 92.5, Rogers Sportsnet 590 The FAN, 102.1 The Edge, Indie 88, Z103.5 FM, Newstalk 1010, and CBC Radio, among others.

Humber’s Hospitality and Tourism Operations Management graduate certificate program is your fast-track entry into one of the world’s most dynamic industries. Gain the skills needed for success in an exciting career in tourism and hospitality management both in Canada and internationally.

The program covers key areas of the tourism industry from human resources to strategic business planning. The curriculum brings the industry into the classroom and connects the student with the industry through guest speakers, field trips and industry engagement.

Enjoy small class sizes, taught by faculty with extensive industry experience and strong tourism and hospitality connections.

Upon successful completion of the program, a graduate will:

• Apply financial management principles including cost accounting, management accounting, and audit practices and procedures.
• Apply management theory and operating practices including the fundamental principles underlying management planning, organizing, directing and controlling in a service-driven industry.
• Use financial operating and statistical reports to assist in intermediate and long-term decision making.
• Assess the adequacy of strategic and operational decisions through the application and analysis of appropriate financial indicators.
• Apply strategic marketing principles and techniques in the development of a sound organizational marketing plan.
• Develop effective customer relations, mange guest problems with empathy and sensitivity.
• Apply the concepts of organizational behaviour with consideration of their impact on hospitality and tourism operations.
• Use relevant and current information systems including the use and application of industry-specific and generic software packages relating to operational planning and management.
• Contribute effectively to the development and implementation of management procedures in the supervision of employees, identify and use appropriate motivational and team-building techniques to achieve desired results.
• Apply government legislation and regulations bearing on the hospitality and tourism industry including occupational health and safety legislation, employment standards and labour relations, and contract law.
• Define ethics, integrity and social responsibility, and assess their importance to hospitality administration.
• Conceptualize and develop a new venture small business plan including the role of the entrepreneur or small business owner/operator in the hospitality and tourism sectors.
• Use effective interpersonal skills in the workplace.
• Use effective oral and written communication skills.
• Conduct meetings and make formal presentations through the use of effective public speaking skills and techniques.

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.