Graduate Certificate in Artificial Intelligence with Machine Learning

at Humber College North Campus Canada

Humber’s Heating, Refrigeration and Air Conditioning Technology advanced diploma program provides you with comprehensive knowledge of energy systems used for commercial and industrial complexes. As you progress through the program, you will learn to apply engineering principles and conventions to achieve optimal energy efficiency through a process of evaluation, monitoring, load evaluation through software modelling, direct digital control (DDC), assessment and necessary corrective action.
Our program features an optional, paid work placement directly related to your program of study. The work experience is designed to enable you to apply your skills and knowledge in an actual work environment, as well as enhance your employability upon graduation. The work placement takes place after the completion of Semester 4, for a minimum of 400 hours. Participating students are required to complete work preparation sessions prior to the work term to help them develop an industry specific resumé and effective interviewing skills. Humber provides a range of services to support student success including working with business, industry and government to identify employment opportunities.

Up to 20 per cent of the cost of constructing a new commercial building can be attributed to heating, ventilation and air conditioning equipment. The push for greater energy efficiency is creating exciting opportunities for professionals who apply the effective and appropriate handling of energy to the design, installation and operation of heating, ventilation and air conditioning (HRAC) systems. Opportunities exist in the commercial and industrial sectors, as well as in various levels of government departments. Your potential employers include heating, ventilating, air conditioning and refrigeration manufacturers; consulting engineers; architects; process industries; wholesalers; distributors; mechanical contractors; building owners; chain stores; energy management firms; property management companies; and school boards.

Humber’s Traditional Chinese Medicine (TCM) Practitioner advanced diploma program is the first and only publicly funded program of its kind offered at a postsecondary institution in Canada. This intensive program is grounded in the TCM Practitioner skillset which has been approved by all provincial TCM regulators in Canada and provides students with the skills and professional experience necessary to become a TCM Practitioner in Ontario. Through a combination of theoretical course-based instruction, as well as several clinical placements, you will gain a necessary understanding of Traditional Chinese and Western medicine practices. Moreover, graduates of the TCM Practitioner program will be trained to conduct a TCM diagnosis and develop appropriate treatment plans by utilizing their skills in acupuncture, herbal medicine, clinical practice management, professionalism and safety. This program is also committed to the promotion of evidence-informed practice of TCM through scientific research.

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

• Critically analyze and evaluate Traditional Chinese Medicine Practitioner (TCMP) theories and treatment methods to develop professional knowledge and skills required for the profession.
• Assess, diagnose and treat patients using Traditional Chinese Medicine Practitioner (TCMP) principles, knowledge and treatment methods including acupuncture, herbal medicine, internal and external medicine.
• Perform safe, ethical and effective TCMP skills within a clinical setting.
• Evaluate patients incorporating a bio-medical approach with Traditional Chinese Medicine Practitioner (TCMP) examination techniques to formulate a TCMP diagnosis and treatment strategy, and perform the treatment in a skillful and professional manner.
• Communicate effectively and educate patients, families, the community and other healthcare providers when providing TCMP practices.
• Advocate for Traditional Chinese Medicine as an effective complementary medicine.
• Adhere to the relevant provincial and federal legislation governing the profession while engaging in safe practices.
• Access current and pertinent research regarding practitioner self-care to maintain a healthy practice.
• Maintain client and business records using professional business practices of a TCMP.
• Establish interprofessional relationships with TCM colleagues and healthcare team members.
• Develop a plan for personal and professional development to enhance work performance and maintain currency in the field.
• Evaluate and implement environmentally related initiatives relevant to the Traditional Chinese Medicine Practitioner (TCMP) profession.
• Apply basic entrepreneurial strategies to identify and respond to new opportunities.

Work Placement

• There are seven mandatory clinical placements that provide students with progressive, professional practice experience in diagnosing, preparing treatment plans, inter-professional collaboration and safe practices. Clinical placements occur throughout the year at community TCM and multi-discipline clinics within the greater Toronto area, as well as at our on-site partner clinic, the Tzu Chi Clinic of Traditional Chinese Medicine. The clinical component of the program offers more than 800 hours of direct patient contact, which exceeds the regulatory body minimum requirement of 500 hours.

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.

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 Occupational Therapist Assistant/Physiotherapist Assistant (OTA/PTA) diploma program was the first in Ontario to provide formal educational preparation for occupational therapist assistants (OTAs) and physiotherapist assistants (PTAs) and continues to provide quality education. You will learn to assist in the implementation of rehabilitation treatment plans and programs developed to promote clients’ independence, activities and function. Areas of focus include restoring and maximizing physical function and occupational performance, ultimately enabling clients to effectively utilize their abilities in movement, daily functioning and activity while promoting overall well-being.

Practise your skills and acquire hands-on experience during over 600 hours (16 weeks) of unpaid work placements. These placements are arranged by the program fieldwork placement advisor during Semester 2, Semester 3 and Semester 4. You will have the opportunity to be exposed to leading-edge therapeutic skills, equipment and health-care facilities. This program offers the privilege of participating in clinical placements in occupational therapy and physiotherapy at some of the top teaching hospitals in Canada.

There are many reasons why a person may require occupational therapy and/or physiotherapy rehabilitation services. In addition to health and wellness promotion, individuals may require assistance returning to their activities of daily living and regular work due to falls, motor vehicle accidents,  sports injuries, spinal cord injuries, stroke, mental health conditions and chronic illnesses such as cystic fibrosis and diabetes. If you relish the challenges of creative problem solving and critical thinking; have good physical health; and enjoy meeting people while wishing to work with those who are physically, developmentally, and/or emotionally challenged, a career as an OTA/PTA is for you. You will have the opportunity to work in a variety of environments such as acute care and community hospitals, rehabilitation facilities, long-term care facilities, private practice, and retail.

Work Placement
Practise your skills and acquire hands-on experience during over 500 hours of unpaid work placements. These placements are arranged by the program fieldwork placement advisor during Semester 2, 3 and 4.

You will have the opportunity to be exposed to leading-edge therapeutic skills, equipment and health-care facilities. This program offers the privilege of participating in clinical placements in occupational therapy and physiotherapy at some of the top teaching hospitals in Canada.

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.

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 Welding Techniques certificate program is designed to help introduce prospective welders to the trade. The program aims to facilitate employment and entry into the apprenticeship program by giving you practical experience with trade regulations and practices. You will gain a solid understanding of the various technical theory and elements of the welding trade. You will be exposed to topics including health and safety, blueprint reading and sketching, applied math, communication, shielded metal arc welding, gas metal arc welding, introduction to computers, and all position structural welding. You will learn valuable skills by using the latest industry software programs and working in fully equipped up-to-date labs and shops. At Humber, skilled instructors highlight current trends within the industry and strive to duplicate situations that apprentices and skilled tradespeople will see in their everyday working life.

In Humber’s Electromechanical Engineering Technician diploma program, you’ll learn how to support the engineering activities of manufacturers that rely increasingly on automation technology to maintain a competitive edge in the global economy. Develop skills in industrial automation, robotics, control systems, machining, hydraulics, pneumatics, safety, mechatronics, programmable logic controllers (PLCs), electrical, programming, manufacturing process, and computer-control methods.

Complementing your technical education are the effective communications, problem-solving and interpersonal skills that add value to any team. Coursework reflects real-world demands through independent and co-operative study in practical environments, including experience with industrial size modern equipment. The industry-relevant curriculum is taught by faculty at the top of their fields, to provide you with the skills and knowledge employers are looking for.

From robotics to mobile devices to automobiles and food processing, our graduates make their mark on processing, packaging, power generation, mining, machine assembly, troubleshooting and testing, systems integration, application support, maintenance, component testing and assembly, automation programming, robotic maintenance and programming, and technical sales and services. Automation systems integrators are needed to build, troubleshoot, and maintain robotic and automated manufacturing cells, as well as mobile equipment. You will also find opportunities in purchasing, customer service, quality control and quality assurance.

Humber’s Electrical Techniques certificate program is designed to introduce you to the fundamental elements of the trade. We aim to facilitate your employment by giving you practical experience with trade regulations and practices. Throughout your program, you will get a solid understanding of the various technical elements of the electrical trade. There will be a significant practical component to the program. Our graduates find a range of employment opportunities with electrical apprenticeship programs, power generation, green energy and automation.