Graduate Certificate in Artificial Intelligence with Machine Learning

at Humber College North Campus Canada

Humber’s Massage Therapy advanced diploma program provides you with the in-depth academic preparation and hands-on professional experience required to become a valued member of a health-care team. Working in our state-of-the-art facilities, which include specialized massage therapy tables and exercise equipment, you’ll develop the knowledge and skills necessary to conduct a patient assessment, develop treatment plans, deliver safe and effective treatment, and evaluate outcomes. You’ll also learn how to run a successful business, preparing you to become an entrepreneur or to own a private practice.

As regulated health-care professionals, massage therapists are overseen by the College of Massage Therapists of Ontario in accordance with the Regulated Health Professions Act and the Massage Therapy Act. Our mission is to develop knowledgeable, compassionate, and respectful massage therapy students, who will become outstanding leaders, effective practitioners, and important contributors to their communities.

Our curriculum is designed to emphasize depth and breadth in your clinical experience. You will have the opportunity to practise your skills with seven unpaid work placements – four of which take place on campus and three of which take place off campus. Your on-campus work placements will take place in our Massage Therapy Clinic. Your off-campus work placements will introduce you to a variety of health-care settings, giving you the opportunity to work with a diverse group of patients.

Using the knowledge and skills you’ve honed in our program, you’ll help to improve the health and well-being of your patients. You will have the opportunity to collaborate with patients and with many types of health professionals to promote health, rehabilitate injuries and manage complex conditions. Massage therapists are generally self-employed health professionals, using their training and entrepreneurial savvy to manage their careers.Massage therapists can work in a variety of settings including:

• Health clinics
• Spas
• Nursing or long-term care homes
• Health and fitness clubs
• Sports organizations
• Hospitals

Humber’s Cloud Computing Ontario Graduate Certificate provides you with the knowledge, skills and practices to become integral parts of cloud development and delivery in a variety of industrial settings. Utilizing a case methodology approach, students are exposed to everyday business challenges in order to develop experience in areas such as containerization, virtualization, data storage and security, and automation. 

Six courses in the first semester are designed to provide foundational knowledge and skills in cloud computing to students who may have a wide range of backgrounds. In the second semester, the courses offer more advanced topics such as cloud solution architecture, cloud security, automation, big data and DevOps in cloud computing. 

Upon completion of the program, graduates will have demonstrated the ability to apply cloud computing principles, methodology, and techniques to design and implement enterprise level applications hosted in virtual platforms in effective, secure and resilient infrastructure.

Humber’s Civil Engineering Technology advanced diploma program provides you with the skills needed for a career in the growing field of civil infrastructure. Infrastructure encompasses all of the essential elements necessary for society to operate including buildings, transportation (highways and transit), municipal services (water, wastewater) and green spaces.

The curriculum, designed in collaboration with industry, covers all aspects of infrastructure, from the inception of an idea to the completion of construction, and blends in-class academic learning with hands-on laboratory work. You will learn how to design structural steel, reinforced concrete and timber structures. Municipal services (water, wastewater) and water supply management will be explored. Transportation infrastructure and highway design will be studied using design codes and standards. Additionally, you will learn all the skills necessary to support design and construction including surveying, geomatics, Geographical Information Systems (GIS), drafting (AutoCAD and Building Information Modelling (BIM)), soils and materials testing, project administration and management, and environmental protection and remediation. Our courses are taught by experienced faculty and industry experts many of whom work with Greater Toronto Area construction and engineering firms. Humber’s strong reputation in the civil engineering industry can give graduates an edge in the employment market.

Humber’s Regulatory Affairs graduate certificate program focuses on developing the concepts, skills and techniques required to work in regulatory affairs in the pharmaceutical, medical device or biotechnology industries. You will gain knowledge of the regulatory system, legislation, procedures and practices which relate to the development, manufacture, quality assurance and marketing of health-related products. 

The importance of internationally harmonized regulations and future trends in the industry will be examined by analyzing relevant international and Canadian legislation and regulations. You will study a wide range of regulations and standards including good manufacturing practices, good laboratory practices, good clinical practices, good documentation practices, the International Organization for Standardization (ISO), the Canadian Food and Drugs Act, the Environmental Protection Act, principles of regulatory compliance and inspections, drug establishment licensing, and related standards and guidelines. Teamwork and communication skills are emphasized and you will acquire information technology skills that assist communication and data management specific to regulatory affairs.

You will become familiar with the steps necessary for product submission; how to assemble documents and statistical evidence; the complexity of product registration, negotiation and follow-up; and how these are linked to the federal government and provincial formularies.

Following two academic course-based semesters, students complete a three-month placement that provides opportunities to apply and integrate theoretical knowledge and skills into real-world work settings. Most placements are in the following sectors: pharmaceutical, biotechnology, medical device organizations, government agencies or food industries.

The pharmaceutical industry is facing constant development. As society is aging more focus is being given to the development of new drugs and the improvement of health care. The comprehensive training we provide, combined with previous degrees and work experience, make our students highly marketable. Our graduates work in a spectrum of fields such as pharmaceutics, biotechnology, medical devices, natural health product industries or in government.

The graduates from the Wireless Telecommunications graduate certificate program are 5G ready. The 5G communications platform will support future innovations in the area of the Internet of Things, augumented reality, industrial automation and automated vehicles including drones. Our graduates build and maintain the infrastructure of communication systems. They learn what it takes to be successful in the communications industry. The wireless program focuses on three main outcomes: RF and Optical test and measurement, IP addressing and networking, and troubleshooting of a number of wireless protocols and systems. 

Our graduates understand the engineering tools and equipment for the testing of systems including drive test tools, RF and Optical test equipment, protocol analyzers, and virtualization and virtualized tools. Students will have access to learn on some of the best and latest equipment available. The curriculum is kept current with the collaboration of our industry partners in the wireless field. Students utilize the latest technologies and small classes taught by experienced faculty and industry leaders.

The Canadian wireless industry supports over 280,000 jobs with sector salary above the Canadian average. In addition, the international wireless telecommunications market is growing. There are numerous employment opportunities in the planning, developing, manufacturing, co-ordinating, implementing, maintaining and managing of telecommunications systems for businesses and government. As the rate of technology adoption increases in Canadian industry, the Wireless Telecommunications graduate certificate program is preparing graduates for these new markets. A 2015 - 2019 labour market report by the Information and Communications Technology Council (ICTC) indicates that by 2019, over 182,000 critical ICT positions will be left unfilled.

Graduates of the program work at cell phone service providers, equipment manufacturers, in-house information technology (IT) departments, sales departments, and specialized telecommunication and networking companies.

Humber’s Game Programming advanced diploma program is project-driven and focuses on programming and designing game engines for the purpose of game development, from indie to AAA. You will work on team projects using programming tools to develop, test and maintain game applications through the practice of theories of usability, information architectures, network architecture and industry standards of practice. Topics such as coding, game engine design, game production, artificial intelligence, virtual reality (VR), augmented reality (AR) and platform-specific programming are all covered by a comprehensive set of courses.

Throughout your study, you will have access to peers in related programs such as Visual and Digital Arts and Animation - 3D which will allow you to participate in collaborative work, as well as the opportunity to build high-quality assets for use in the games you are developing as a student programmer.

You will graduate with a significant capstone project to demonstrate your coding talents, and a well-rounded skillset that combines high levels of mathematics, physics and visualization within the field of computer programming. With a high degree of game engine expertise, familiarity with 3D modelling, scripting, and technical direction, you will have the tools you need to compete and succeed in the rapidly expanding field of game development.

Humber's Fire Services diploma program teaches you the theory of fire science, fire prevention, safety, and physical and mental health while working in a collaborative environment. You will gain a well-rounded education in fire services and will acquire the knowledge, skills and abilities required by fire and emergency services. You will also develop personal resilience strategies to manage the rigours of this career.

This program does not educate you to become a firefighter. If you would like information on becoming a firefighter, see our Pre-Service Firefighter program.

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

• Design, interpret, problem-solve and modify technical projects related to fire protection.
• Analyze the impact of legislation, fire standards, regulations, ethics, and guidelines on the operation of fire services
• Use building construction documentation to evaluate safety hazards when responding to an emergency.
• Advocate for fire services, fire health, safety and prevention to enhance public safety and awareness.
• Apply relevant occupational health and safety regulations, legislation, policies and procedures, ethical principles and professional conduct in various workplaces.
• Apply communication, teamwork and organizational skills to enhance the quality of service in fire services.
• Analyze, within a Canadian context, the impact of historical practices and current trends on the operations in fire science.
• Ensure maintenance of one’s physical and mental health and abide by the occupational standards of the firefighting profession.
• Employ strategies, programs and interventions to provide help to an individual experiencing an acute mental health crisis as well as to address chronic stress related behaviours found in self and others.
• Apply knowledge of human rights and freedoms legislation in all verbal and written interactions.
• Work cooperatively in multidisciplinary teams to achieve mutual goals.
• Develop and implement ongoing effective strategies for personal and professional development to manage the rigors of a career in Emergency Services.

Humber’s Computer Programmer diploma program is designed to prepare students for a wide variety of employment opportunities within the dynamic and ever-growing field of programming. In addition to learning programming in a variety of languages, from ASP.NET to XML, you will gain an in-depth understanding of industry-standard operating systems and how to use them. You will learn everything from C programming and shell scripts, to back end web design and Java. Upon graduation, you will be equipped with the up-to-date skills you need for success.

Our programming courses are designed to give you a thorough grounding in theory and practice including web development and design, distributed computing, database management and administration, project management, technical writing, information technology, and all facets of information systems. You will also learn about software development applications and follow the standards of planning, developing, testing and supporting software.

Canada has approximately 675,000 people working in information and communications technology (ICT), and about half of that workforce is in Ontario where the ICT industry accounts for over $30 billion in sales. Help satisfy the continuing demand for skilled IT professionals. Our graduates are able to work as computer programmers, junior web developers, junior database designers, junior software testers, customer support analysts, system co-ordinators, technical sales co-ordinators or technical support representatives.

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 Bachelor of Interior Design degree program balances creativity with sensitive, pragmatic design thinking. Our graduates problem-solve, investigate and explore design environments where people thrive.
Engaging interior design studios enable you to master an evidence-based design process, develop effective presentation abilities and acquire vital professional practice skills. Team collaboration among student groups mirrors industry team practices.

Observational field trips provide opportunities for you to connect classroom theory, such as the perception of space and human interaction, with built environments. In the fourth-year, you will interact with industry mentors to research, develop and document a large scale project from initial concept to construction documentation.
Additionally, a self-directed volunteer project helps connect your passion for design to the community and the design industry. Students have worked with organizations such as the Furniture Bank, Toronto District School Board, youth and women’s shelters, and Habitat for Humanity.

Learning Outcomes

• Upon successful completion of the program, a graduate will:
  • Design, document and communicate high quality interior design propositions of varying size, scope and complexity employing principles of evidence-based design methodology.
  • 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.
  • 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.
  • Select appropriate methods and materials to achieve the technical functionality and aesthetically pleasing built environment.
  • 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.
  • 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.
  • Confidently employ appropriate professional accountability, personal and business ethics demonstrating competency of industry practices.
  • 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.
  • 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.
  • 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.

Work Placement
You will apply your hands-on, job-ready skills with a 420-hour paid work placement. Career management workshops help you to develop effective job search skills. You will find your own work placement with the support of work placement consultants and faculty.