Professional Certificate
Professional Certificate
Master Certificate in Machine Learning Systems & Data Engineering
Master Certificate in Machine Learning Systems & Data Engineering
Master Python, Applied Data Science, Machine Learning, ETL pipelines, and Azure AI—then build a real AI Engineering capstone project.
Learn hands-on from expert instructors with guided mentorship and job-focused training.
Build the skills to design, deploy, and manage production-level AI & Data Engineering systems. Become job-ready in 8 months.
Master Python, Applied Data Science, Machine Learning, ETL pipelines, and Azure AI—then build a real AI Engineering capstone project.
Learn hands-on from expert instructors with guided mentorship and job-focused training.
Build the skills to design, deploy, and manage production-level AI & Data Engineering systems. Become job-ready in 8 months.
Program Duration
6 Months
Program Duration
6 Months
Mentorship
Flexible weekly follow-up
Mentorship
Flexible weekly follow-up
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
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
Next Cohort
October 31
Download Outline
At a Glance
Program Duration
6 Months
Mentorship
Flexible weekly follow-up
Format
Online 1-on-1
Live Mentorship
Financial Aid
Partner Loans & Flexible Payments
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
Microsoft Copilot Foundation
Microsoft Copilot Foundation
SKILLS GAINED
……………………..
SKILLS GAINED
……………………..
SKILLS GAINED
……………………..
SKILLS GAINED
……………………..
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
Meet & Greet
Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
Meet us
Meet & Greet
Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
Meet us
Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
1:1 with Advisor
Meet us
Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
1:1 with Advisor
Meet us
Info Sessions
Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
Meet us
i
Info Sessions
Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
Meet us
i
Reach us
1:1 Advising
Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
Talk to an Advisor
Info Sessions
Join our info sessions that are held periodically toknow more about our programs and offerings.
Attend an Info-Session
i
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.
Unemployed / Career Changers
For those laid off within the last six months and seeking a new career path.New Graduates
For recent post-secondary graduates (within the past two years).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.
Unemployed / Career Changers
For those laid off within the last six months and seeking a new career path.New Graduates
For recent post-secondary graduates (within the past two years).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
Networking Events
Events That Make You Job-Ready
At MCIT, our programs go beyond the classroom. We create opportunities to connect, grow, and get hired through a range of career-focused events:
Intelligent Networking Events
Curated sessions designed to connect you with industry professionals and hiring companies.Instructor-Led Introductions
Our instructors share their own professional networks, opening doors to real-world opportunities.Peer-to-Peer Networking
Engage with classmates and alumni to build meaningful connections within your industry.Meet the Recruiter
Participate in exclusive events where recruiters come to meet, mentor, and hire MCIT students.
Attend an 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
Mojtaba Ghasemi
Senior Data Scientist
As a Senior Data Scientist with a Ph.D. in Biomedical Engineering, Ghasemi specializes in advanced analytics and machine learning. He has 5 years of experience translating complex insights and leading teams to deliver impactful business solutions.
Michel Chamoun
Data Science & Business Analyst
Michel is an expert AI developer and consultant who leverages skills in AI, data analysis, and optimization. He has built GenAI concepts using ChatGPT and implemented AI solutions on Microsoft Azure
Sami Islam
Senior Cloud Technical Architect
Sami Islam has 10+ years of experience in the IT and Consulting Industry, specializing in comprehensive Cloud solutions. With expertise in Agile Methodology, he has led numerous Cloud Transformation projects, including migration, CI/CD Pipeline automation, and Data Warehousing solutions. Sami holds multiple certifications, including Google Cloud Professional Cloud Architect, AWS Solutions Architect Associate, and Azure Certifications.
Mojtaba Faramarzi
Applied Research Scientist
Mojtaba is a Ph.D. student in Machine Learning at the University of Montréal’s Mila institute and holds two master’s degrees—one in Machine Learning from Mila and another in Software Engineering from Concordia University. He has worked with leading companies such as Amazon, Microsoft, SAP, and Ericsson. With experience in both teaching (McGill) and industry, he helps students build critical thinking and real-world skills.
Intructor spotlight
Intructor spotlight
Mojtaba Ghasemi
Senior Data Scientist
As a Senior Data Scientist with a Ph.D. in Biomedical Engineering, Ghasemi specializes in advanced analytics and machine learning. He has 5 years of experience translating complex insights and leading teams to deliver impactful business solutions.
Michel Chamoun
Data Science & Business Analyst
Michel is an expert AI developer and consultant who leverages skills in AI, data analysis, and optimization. He has built GenAI concepts using ChatGPT and implemented AI solutions on Microsoft Azure
Sami Islam
Senior Cloud Technical Architect
Sami Islam has 10+ years of experience in the IT and Consulting Industry, specializing in comprehensive Cloud solutions. With expertise in Agile Methodology, he has led numerous Cloud Transformation projects, including migration, CI/CD Pipeline automation, and Data Warehousing solutions. Sami holds multiple certifications, including Google Cloud Professional Cloud Architect, AWS Solutions Architect Associate, and Azure Certifications.
Mojtaba Faramarzi
Applied Research Scientist
Mojtaba is a Ph.D. student in Machine Learning at the University of Montréal’s Mila institute and holds two master’s degrees—one in Machine Learning from Mila and another in Software Engineering from Concordia University. He has worked with leading companies such as Amazon, Microsoft, SAP, and Ericsson. With experience in both teaching (McGill) and industry, he helps students build critical thinking and real-world skills.
Mojtaba Ghasemi
Senior Data Scientist
As a Senior Data Scientist with a Ph.D. in Biomedical Engineering, Ghasemi specializes in advanced analytics and machine learning. He has 5 years of experience translating complex insights and leading teams to deliver impactful business solutions.
Michel Chamoun
Data Science & Business Analyst
Michel is an expert AI developer and consultant who leverages skills in AI, data analysis, and optimization. He has built GenAI concepts using ChatGPT and implemented AI solutions on Microsoft Azure
Sami Islam
Senior Cloud Technical Architect
Sami Islam has 10+ years of experience in the IT and Consulting Industry, specializing in comprehensive Cloud solutions. With expertise in Agile Methodology, he has led numerous Cloud Transformation projects, including migration, CI/CD Pipeline automation, and Data Warehousing solutions. Sami holds multiple certifications, including Google Cloud Professional Cloud Architect, AWS Solutions Architect Associate, and Azure Certifications.
Mojtaba Faramarzi
Applied Research Scientist
Mojtaba is a Ph.D. student in Machine Learning at the University of Montréal’s Mila institute and holds two master’s degrees—one in Machine Learning from Mila and another in Software Engineering from Concordia University. He has worked with leading companies such as Amazon, Microsoft, SAP, and Ericsson. With experience in both teaching (McGill) and industry, he helps students build critical thinking and real-world skills.
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FAQs
FAQs
What are the benefits of taking this Microsoft AI Engineering program at MCIT?
What are the benefits of taking this Microsoft AI Engineering program at MCIT?
Who are the instructors for the Master Certificate in Machine Learning Systems & Data Engineering?
Who are the instructors for the Master Certificate in Machine Learning Systems & Data Engineering?
Can I join Master Certificate in Machine Learning Systems & Data Engineering if I have no technical background?
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
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 312 2383
info@montrealcollege.ca
Montreal College of Information Technology
Collège des technologies de l’information de Montréal
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 312 2383
info@montrealcollege.ca
Montreal College of Information Technology
Collège des technologies de l’information de Montréal
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 312 2383
info@montrealcollege.ca