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Artificial Intelligence with Machine Learning

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Program Code: AI511
CIP Code: 11.0102
PGWP Eligible: Yes
Credential: Ontario Graduate Certificate
Start Dates: January, September
Program Length: 2 semesters
Learning
Outcomes: View All
Pathways: Explore Pathways
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Program Overview

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. The projects are showcased at an exhibition event to industry partners, community leaders, faculties and fellow 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.

Courses Open "Courses" to view individual course delivery modes.

Courses

At Humber, courses are delivered in a variety of formats:

In-Person - An in-person course is delivered fully on campus.

Online Asynchronous (A) - An online asynchronous course has no fixed class schedule and allows students to engage with the course at different times according to their needs. Faculty provide modules, which are completed independently by the students according to established deadlines.

Online Synchronous (S) - An online synchronous course is delivered fully online and requires faculty and students to participate in real-time according to a fixed schedule. Classes are scheduled for a specific day and time.

Hybrid - A hybrid course is a combination of in-person and online classes and follows a set schedule. Students must be available to attend in-person classes at scheduled times during the semester.

The chart below outlines the delivery options available for each course in this program, by campus. For some academic terms, there may be more than one delivery option available. You’ll be able to select your preferred options when building your course schedule during open enrolment. Preferences for course delivery will be considered on a first come, first served basis. Some Humber programs are also delivered fully online, where all courses are delivered online.

International students: the impact of studying from outside of Canada on Post-Graduation Work Permit (PGWP) eligibility differs significantly based on when you start your program. Please review the PGWP eligibility before choosing your program and course delivery.

Course code and Name Delivery Type by Location
Course Code Course Name North Lakeshore IGS DL/Online
Semester 1
AIGC 5000 Data Analytics In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5001 Mathematics for Machine Learning In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5002 Machine Learning and Deep Learning In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5003 Machine Learning in Cloud Computing In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5004 Artificial Intelligence Project Management In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5005 Artificial Intelligence Capstone Project Preparation In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5006 Career Development in Artificial Intelligence In-Person N/A In-Person
Online (S)		 Online (S)
Semester 2
AIGC 5500 Advanced Deep Learning In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5501 Natural Language Processing In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5502 Image Processing and Computer Vision In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5503 Artificial Intelligence for Business Decision Making In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5504 Emerging Technologies in Artificial Intelligence In-Person N/A In-Person
Online (S)		 Online (S)
AIGC 5505 Artificial Intelligence Capstone Project In-Person N/A In-Person
Online (S)		 Online (S)

The Humber Experience

Students sitting at a desk looking at laptops

AWS DeepRacer Competition

The AWS DeepRacer Competition is the world’s first fully autonomous racing league with a 1/18th scale race car driven by machine learning (ML) algorithm.

Watch the Competition Video 

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Information & Communications Technology Capstone Project Expo 2024

The Information & Communications Technology (ICT) Capstone Project Expo is the culmination of a student’s academic career at Humber College.

Watch the ICT Capstone Project Expo Video 

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Employee Engagement Event Spring 2023

Humber College is a leading polytechnical institution renowned for its exceptional Information & Communications Technology programs.

Watch the Employee Engagement Event Spring 2023 Video 

Your Career

The Government of Ontario predicts that the labour market in the Artificial Intelligence and Machine Learning fields will continue to grow steadily.

Graduates may find employment in a variety of computer-software related fields in the private, corporate, industrial, government or service sectors. Employment opportunities may include positions such as applications analyst, artificial intelligence analyst, artificial intelligence designer, machine learning engineer, data scientist, database developer, software architect, business analyst, AI system developer or machine learning programmer. 

 

Program Availability

Start dates between Sept 2024 - Aug 2025
START DELIVERY LOCATION STATUS
Jan 2025 Online Online Open
Jan 2025 Block-Based North Open
Jan 2025   Downtown (IGS) Not Available
Jan 2025   Downtown (IGS) Open
Start dates between Sept 2025 - Aug 2026
START DELIVERY LOCATION STATUS
Sep 2025 Block-Based North Open
Sep 2025 Online Online Open
Sep 2025   Downtown (IGS) Open
Jan 2026 Block-Based North Open
Jan 2026   Downtown (IGS) Open
Start dates between Sept 2024 - Aug 2025
START DELIVERY LOCATION STATUS
Jan 2025 Online Online Not Available
Jan 2025 Block-Based North Open
Jan 2025   Downtown (IGS) Open
Jan 2025   Downtown (IGS) Open
Start dates between Sept 2025 - Aug 2026
START DELIVERY LOCATION STATUS
Sep 2025 Block-Based North Open
Sep 2025 Online Online Not Available
Sep 2025   Downtown (IGS) Open
Jan 2026 Block-Based North Opening Soon
Jan 2026   Downtown (IGS) Opening Soon

Humber is a publicly funded institution. International students graduating from a PGWP Eligible program at Humber are eligible to apply for a Post-Graduation Work Permit.

International students in Canada could be eligible for an automatic scholarship*.  Apply now!

Check out the step-by-step Admissions Road Map for helpful information and additional resources.

Start dates between Sept 2024 - Aug 2025
START DELIVERY LOCATION STATUS
Jan 2025 Online Online Not Available
Jan 2025 Block-Based North Open
Jan 2025   Downtown (IGS) Open
Jan 2025   Downtown (IGS) Open
Start dates between Sept 2025 - Aug 2026
START DELIVERY LOCATION STATUS
Sep 2025 Block-Based North Open
Sep 2025 Online Online Not Available
Sep 2025   Downtown (IGS) Open
Jan 2026 Block-Based North Opening Soon
Jan 2026   Downtown (IGS) Opening Soon

Humber is a publicly funded institution. International students graduating from a PGWP Eligible program at Humber are eligible to apply for a Post-Graduation Work Permit.

International applicants outside of Canada can apply through Humber International. Check out the step-by-step Admissions Road Map for helpful information and additional resources.

Upcoming Recruitment Events

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Unlocking New Horizons

Mon, November 11, 2024

With a budding vision and deep curiosity about the rapidly evolving world of technology, Goodness Chigozie made a bold decision to pivot from a 12-year career in healthcare to Information Technology.

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Every attempt is made to ensure that information contained on this website is current and accurate. Humber Polytechnic reserves the right to correct any error or omission, modify or cancel any course, program, fee, timetable or campus location at any time without prior notice or liability to users or any other Person.

GET YOUR $125 APPLICATION FEE BACK*

Apply On Us This September!

Apply through OCAS between June 14 - July 19, 2024 and be registered full-time on Tuesday, September 17, 2024 and receive a $125 credit equal to the domestic application fee.

To qualify, get started by filling out the APPLY ON US form.

*This promotion is open to domestic applications for the September 2024 program intakes only. Offer not valid for existing applicants or applications.

International Students with a valid Study Permit or Letter of Introduction (LOI)* can receive a Waiver Code to cover the $100 September 2024 application fee.

Bringing You Our A-Game

A Humber education is second to none, benefit from:

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How to Apply

Domestic Students

Applications to Humber are made through ontariocolleges.ca. Be sure to submit your application by July 15, 2024 to receive your Application Fee Credit. Applications for September will remain open as long as the program availability status shows Open.

To check program availability refer to the Campus/Availability listing on Humber’s program pages, search by availability, or ontariocolleges.ca.

To see where you are in the admissions process, visit the Admissions Road Map.

International Students

If you’re an international student, you can apply directly to Humber via our International Centre.

Contact Us

Admissions Questions

General Enquiries

Call 416-675-3111 or email enquiry@humber.ca. If you have already applied, be sure to check your application status on myhumber.ca.

Domestic Applicants Enquiries

Domestic applicants can book a one-on-one advising appointment with an admissions representative.

International Applicants Enquiries

Contact the International Centre for information about full-time programs (including the International Graduate School), how to apply and to follow up on your submitted application.

Program-Specific Questions

Speak to the Program Co-ordinator about the course curriculum, projects and career options.

Parisa Pouladzadeh, program co-ordinator
416.675.6622 ext. 5601
parisa.pouladzadeh@humber.ca

Campus Information

Book a campus tour to take a closer look at what it's like to be a student at Humber.

Want More Info?

Find out more about the student experience and everything that Humber has to offer Future Students.

for more info on Humber, including programs, special events and more!

How To Become An Apprentice

Becoming an Apprentice

Find an employer willing to sponsor you as an apprentice.

Contact the Ministry of Labour, Immigration, Training and Skills Development to register as an apprentice.

Work with your employer approximately one year before attending Humber.

View Instructions 

Ontario Youth Apprenticeship Program (OYAP)

If you’re in high school – grade 11 or 12 – you can earn co-op education credits through work placements in some skilled trades.

Visit OYAP 

How to Apply

Domestic Students

Applications to Humber are made through ontariocolleges.ca. Be sure to submit your application by the equal consideration deadline of February 1. You may apply after February 1, however, post-February 1 applications will be considered on a first-come, first-served basis depending on the availability of the space in the program.

To check program availability refer to the Campus/Availability listing on Humber’s program pages, search by availability, or ontariocolleges.ca.

To see where you are in the admissions process, visit the Admissions Road Map.

International Students

If you’re an international student, you can apply directly to Humber via our International Centre.

Need Advice?

Program Advising Appointments

Get help narrowing down your program options or book a one-on-one pre-enrolment advising appointment with one of our Recruitment Officers.

Transfer & Pathway Advising

Book a virtual appointment with a Student Mobility Advisor learn more about getting Transfer Credit(s) for previous post-secondary experience, Prior Learning Assessment and Recognition (PLAR), and Pathways options.

Admission Requirements

Admission selection is based on the academic criteria indicated. Meeting minimum eligibility requirements does not guarantee admission.

Admission selection is based on the following three requirements:

  • Academic

    To be eligible for admission, you must possess the following: 

    • A bachelor's degree, advanced diploma, or equivalent preferably in Computer Programming, Software Engineering or Computer Science. Applicants must have at least one advanced post-secondary mathematics course and one post-secondary programming course. 

    Mature Applicants

    Diplomas and Certificates

    An applicant is considered a mature applicant if they have not completed secondary school or other postsecondary school, and will be 19 or older as of the first day of classes. Humber will invite you for testing to demonstrate that you meet all listed course requirements.

    Degrees

    An applicant is considered a mature applicant if they have not completed secondary school or attended postsecondary studies, and will be 21 or older as of the first day of classes. Mature applicants for degree programs will be required to meet course requirements at the U/M level or equivalent.

    College Transfer Applicants

    Diplomas and Certificates

    An applicant is considered a college transfer applicant if they have completed some or all of a college-level credential. Humber may use a combination of secondary school and/or college courses and grades to determine program eligibility.

    Degrees

    An applicant is considered a college transfer applicant if they have completed some or all of a college-level credential. Humber may use a combination of secondary school and/or college courses and grades to determine program eligibility. Applicants must have an overall minimum grade point average (GPA) of 65 per cent in the program. Applicants are required to disclose and provide academic transcripts for all course work completed at the postsecondary level.

    University Transfer Applicants

    Diplomas and Certificates

    An applicant is considered a university transfer applicant if they have completed some or all of a university-level credential. Humber may use a combination of secondary school and/or university courses and grades to determine program eligibility.

    Degrees

    An applicant is considered a university transfer applicant if they have completed some or all of a university-level credential. Humber may use a combination of secondary school and/or university courses and grades to determine program eligibility. Applicants are required to disclose and provide academic transcripts for all course work completed at the postsecondary level.

  • English Language Proficiency

    All applicants whose first language is not English must meet Humber’s English Language Proficiency Policy.

  • International Credit Evaluation

    Canadian citizens or permanent residents with international education are required to provide a credential evaluation. Note, for international High school education course by course evaluations, ICAS must be used. For international post-secondary education, a WES evaluation must be provided. In situations where you expect to apply for transfer credit, it is recommended that a course by course WES evaluation is completed.

International Academic Equivalency

Admission equivalencies for Humber depend on your country of study. Please enter your location or choose detect my location to see the requirements for your country below.

Post-Admission Requirements

Once you have been accepted, and have confirmed your offer, you may need to complete a further set of requirements related to your program (Post-Admission Requirements).

Equipment & Device Requirements

Semester 1

Details and Specifications Specifications
Processor Intel i7 (Quad core or higher)
OS Windows 10
Memory Minimum 16 GB of RAM expandable to 32 GB
Storage Minimum 250 GB storage space (SSD preferable)
Other Wireless 802.11 b/g/n/ac , built-in Ethernet port (strongly recommended), long battery life (strongly recommended), minimum 1TB portable external hard drive (USB 3.0)

Program-Specific Questions

Speak to the Program Co-ordinator about the course curriculum, projects and career options.

Parisa Pouladzadeh, program co-ordinator
416.675.6622 ext. 5601
parisa.pouladzadeh@humber.ca

Fees & Financial Aid

The 2024/2025 fee for two semesters was:

  • domestic: $7,364.42
  • international: $18,585.38

Fees are subject to change.

Fees by Semester

Domestic Fees International Fees

Financial Aid, Scholarships and Bursaries

Understand the costs associated with coming to Humber and explore resources available from first year to your final year on Student Fees and Financial Resources.

Scholarships

Humber Scholarships

Find out more about scholarships and bursaries that you may be eligible for, visit Student Scholarships. International students can visit International Student Scholarships.

Humber Bursaries

Bursaries are available for Certificate, Diploma and Degree programs primarily based on financial need, visit Humber Bursaries.

External Awards, Bursaries & Scholarships

Find out more information about external scholarships and bursaries, visit External Awards.

Indigenous Student Awards, Bursaries & Scholarships

Humber offers a variety of bursaries and scholarships for Indigenous students, visit Indigenous Student Awards.

Explore Opportunities through Humber Pathways

Humber Pathways include:

  • Opportunities to build on your college education and complete your diploma or degree at Humber.
  • Degree and graduate study opportunities at other institutions in Ontario, Canada and abroad.
View Pathways Into This Program  
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