Mentor-Led Career Accelerator

Mentor-Led Career Accelerator

Machine Learning Systems & Data Engineering Master Certificate

Machine Learning Systems & Data Engineering Master Certificate

Build and deploy production-grade AI systems by mastering machine learning pipelines, ETL workflows, model deployment, and cloud-based AI infrastructure. Develop the engineering skills required for Machine Learning Engineer and AI Systems roles.

Build and deploy production-grade AI systems by mastering machine learning pipelines, ETL workflows, model deployment, and cloud-based AI infrastructure. Develop the engineering skills required for Machine Learning Engineer and AI Systems roles.

Live 1-on-1 Mentorship

Live 1-on-1 Mentorship

Project based Learning

Project based Learning

Rolling Enrollment • Flexible Start Dates

Rolling Enrollment • Flexible Start Dates

Program Duration

6 Months

Program Duration

6 Months

Mentorship

from industry professionals

Mentorship

from industry professionals

Course Language

English

Course Language

English

Format

Online 1-on-1
Live Mentorship

Format

Online 1-on-1
Live Mentorship

Credential

Professional Certificate

Credential

Professional Certificate

Master Certificate in Machine Learning Systems & Data Engineering

Program Overview

Program Overview

The Master Certificate in Machine Learning Systems & Data Engineering is an 8-month, instructor-led program that teaches you how to build practical, end-to-end AI solutions. You will learn Python, data science, machine learning, deep learning basics, and data engineering skills such as ETL pipelines and workflow automation.

The program also introduces Azure AI, Copilot, and cloud deployment tools so you can design and deliver AI systems in real environments. Through structured learning and hands-on projects, you’ll build the confidence to work on data-driven applications and support AI development in modern organizations.

The Master Certificate in Machine Learning Systems & Data Engineering is an 8-month, instructor-led program that teaches you how to build practical, end-to-end AI solutions. You will learn Python, data science, machine learning, deep learning basics, and data engineering skills such as ETL pipelines and workflow automation.

The program also introduces Azure AI, Copilot, and cloud deployment tools so you can design and deliver AI systems in real environments. Through structured learning and hands-on projects, you’ll build the confidence to work on data-driven applications and support AI development in modern organizations.

Mentor-Guided

Master industry skills on your own schedule.
Combine the flexibility of online learning with the accountability of weekly 1-on-1 sessions with an expert mentor.

AT A GLANCE

Flexible Core Learning

Access our industry-aligned video modules and cloud labs 24/7. Progress through the curriculum at the speed that fits your life.

Weekly 1-on-1 Mentorship

Meet weekly with your dedicated mentor to review code, unblock challenges, and get personalized feedback on your progress.

Job-Ready Portfolio

Focus on output. Apply what you learn immediately by building realistic projects. Graduate with a GitHub portfolio that proves you can do the job

masters

Mentor-Guided

Master industry skills on your own schedule.
Combine the flexibility of online learning with the accountability of weekly 1-on-1 sessions with an expert mentor.

AT A GLANCE

Flexible Core Learning

Access our industry-aligned video modules and cloud labs 24/7. Progress through the curriculum at the speed that fits your life.

Weekly 1-on-1 Mentorship

Meet weekly with your dedicated mentor to review code, unblock challenges, and get personalized feedback on your progress.

Job-Ready Portfolio

Focus on output. Apply what you learn immediately by building realistic projects. Graduate with a GitHub portfolio that proves you can do the job

masters

Course Outline

Course Outline

At a Glance

Program Duration

6 Months

Class Schedule

Format

Online Live Instructor-Led

Financial Aid

AFE Loan & Scholarships

Pay Monthly

Next Cohort

October 31

Download Outline

At a Glance

Program Duration

6 Months

Mentorship

from industry professionals

Format

Online 1-on-1
Live Mentorship

Financial Aid

Partner Loans
Pay Monthly

Download Outline

Python for AI

Develop strong Python programming skills as the foundation for your AI and ML journey. Learn to build intelligent systems, implement algorithms, and manage data efficiently using Python.

Concepts Learned:

  • Python syntax, constructs, and IDE setup

  • Data types, operators, loops, and conditionals

  • Python functions and modular programming

  • Object-Oriented Programming (OOP) in Python


Applied Data Science with Python

Applied Data Science with Python

Machine Learning using Python

Machine Learning using Python

ETL and Data Engineering

ETL and Data Engineering

Python for AI

Develop strong Python programming skills as the foundation for your AI and ML journey. Learn to build intelligent systems, implement algorithms, and manage data efficiently using Python.

Concepts Learned:

  • Python syntax, constructs, and IDE setup

  • Data types, operators, loops, and conditionals

  • Python functions and modular programming

  • Object-Oriented Programming (OOP) in Python


Python for AI

Develop strong Python programming skills as the foundation for your AI and ML journey. Learn to build intelligent systems, implement algorithms, and manage data efficiently using Python.

Concepts Learned:

  • Python syntax, constructs, and IDE setup

  • Data types, operators, loops, and conditionals

  • Python functions and modular programming

  • Object-Oriented Programming (OOP) in Python


Microsoft Azure AI Fundamentals (AI-900)

Microsoft Azure AI Fundamentals (AI-900)

AI Engineer Capstone Project

AI Engineer Capstone Project

Fast Track Your Enrollment

Fast Track Your Enrollment

Our online application takes less than 10 minutes

Our online application takes less than 10 minutes

Scholarships

Financial Aid

Financial Aid
Admission
process
Eligibility

Admission Process


Step 1: Book an Appointment with an Advisor

Step 2: Prepare Your Documents

  • Diploma and transcripts (High School, CEGEP, College, or University)

  • Birth Certificate (in English or French)

  • Proof of Canadian status

  • Current resume (Mandatory)

  • Two government-issued photo IDs


    Step 3: Pay Application Fees

  • $50 application + $150 registration.

Talk to an Advisor

Financial Aid

Scholarships

Scholarships

Admission process

Eligibility

Our financial partners offer loans and personalized support to local entrepreneurs and internationally trained professionals.
You can also apply with the government to get financial aid through the AFE loan program (Aide financière aux études/Student financial assistance).

➔ Attend an Info Session



➔ Meet an Advisor



➔ Submit Documents



➔ Get Scholarship



➔ Begin your Career

Attend an infosession

Scholarships

Financial Aid

Scholarships

Eligibility

Admission process

Step 1: Book an Appointment with an Advisor
Step 2: Prepare Your Documents

  • Diploma and transcripts (High School, CEGEP, College, or University)

  • Birth Certificate (in English or French)

  • Proof of Canadian status

  • Current resume (Mandatory)

  • Two government-issued photo IDs

    Step 3: Pay Application Fees

  • $50 application + $150 registration.

Attend an infosession

Admission Process

Financial Aid

Scholarships

Scholarships

Admission process

Eligibility

New Immigrants
For students who arrived in Canada within the past two years.

  1. Unemployed / Career Changers
    For those laid off within the last six months and seeking a new career path.

  2. New Graduates
    For recent post-secondary graduates (within the past two years).

  3. Merit-Based
    For candidates with outstanding academic or professional achievements.

Attend an infosession

Scholarships

Financial Aid

Scholarships

Scholarships

Admission process

Eligibility

New Immigrants
For students who arrived in Canada within the past two years.

  1. Unemployed / Career Changers
    For those laid off within the last six months and seeking a new career path.

  2. New Graduates
    For recent post-secondary graduates (within the past two years).

  3. Merit-Based
    For candidates with outstanding academic or professional achievements.

Attend an infosession

Scholarships

Career & Professional Development

Career & Professional Development

Comprehensive resources designed to transition you from the classroom to the workforce.

Comprehensive resources designed to transition you from the classroom to the workforce.

Networking Events

Networking Events

Financial Aid

Resume Preperation

Mentorship & Guidance:

Portfolio Preperation

Resume Preperation

Optimize your LinkedIn profile to attract recruiters and expand your professional network.
  • Mock Interviews
    Practice real-world scenarios with mock interviews hosted by partner companies.

  • Technical Interview Prep
    Sharpen your problem-solving and technical communication skills with focused training.

  • Behavioral Interview Coaching
    Learn how to effectively communicate your experiences and ace HR-style interviews.

Attend Infosession

Resume preperation

Networking Events

Resume Preperation

interview Preperation

Portfolio

Preparation

Craft a Winning Resume & Land Your Dream Job Faster!
Your resume is your first impression on potential employers
Join our Resume Preparation Workshop to learn how to create a standout resume that highlights your skills, experience, and strengths in a way that grabs employers’ attention.

Resume preperation

Networking Events

Resume Preperation

interview Preperation

Portfolio

Preparation

Craft a Winning Resume & Land Your Dream Job Faster!
Your resume is your first impression on potential employers
Join our Resume Preparation Workshop to learn how to create a standout resume that highlights your skills, experience, and strengths in a way that grabs employers’ attention.

Instructor Spotlight

Intructor spotlight

Intructor spotlight

⭐️

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New to Data Science?
Start Here.

New to Data Science?
Start Here.

Breaking into data science requires more than just coding skills - it requires a strategy. Whether you are switching fields from finance or starting from scratch, our comprehensive guide breaks down exactly how to enter the industry, build a portfolio, and land your first role.

Breaking into data science requires more than just coding skills - it requires a strategy. Whether you are switching fields from finance or starting from scratch, our comprehensive guide breaks down exactly how to enter the industry, build a portfolio, and land your first role.

FAQs

Got questions or need advice?

You don't have to figure it out alone. Schedule a quick chat with our admissions team.

You don't have to figure it out alone. Schedule a quick chat with our admissions team.

FAQs

  1. What are the benefits of taking this Microsoft AI Engineering program at MCIT? 
  2. What are the benefits of taking this Microsoft AI Engineering program at MCIT? 

  3. Who are the instructors for the Master Certificate in Machine Learning Systems & Data Engineering?
  4. Who are the instructors for the Master Certificate in Machine Learning Systems & Data Engineering?

  5. Can I join Master Certificate in Machine Learning Systems & Data Engineering if I have no technical background?
  6. Can I join Master Certificate in Machine Learning Systems & Data Engineering if I have no technical background?

Ready to land a job
you’ll love?

At MCIT, progress shows up when you do. We're here to guide you from where you are to where you deserve to be.


Apply today and get the learning and resources you need to help you prepare for a job in tech.


Ready to land a job
you’ll love?

At MCIT, progress shows up when you do. We're here to guide you from where you are to where you deserve to be.

Apply today and get the learning and resources you need to help you prepare for a job in tech.

montreal-college-of-information-technology-footer

Montreal College of
Information Technology

200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2

+1 514 312 2383
info@montrealcollege.ca

montreal-college-of-information-technology-footer

Montreal College of
Information Technology

200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2

+1 514 312 2383
info@montrealcollege.ca

montreal-college-of-information-technology-footer

Montreal College of Information Technology


200-1255 Robert-Bourassa Blvd.

Montreal, Quebec H3B 3B2

+1 514 312 2383

info@montrealcollege.ca