
Master Certificate in Applied Generative AI
Master Certificate in Applied Generative AI
Fast Track Your Career
Fast Track Your Career
Design, Build, and Deploy Next-Generation AI Applications with Industry-Leading Tools
Master LLMs, prompt engineering, and agentic AI frameworks
Gain hands-on experience with tools like ChatGPT, LangChain, and Stable Diffusion
Build a portfolio of real-world AI projects to accelerate your career
Talk to an Advisor
Talk to an Advisor
Duration
5 months
Duration
5 months
Duration
5 months
Start Date
Registration Deadline
Start Date
Registration Deadline
Start Date
Registration Deadline
Program Overview
Program Overview
Master applied generative AI by developing AI-powered applications using industry-standard tools and frameworks. Gain hands-on experience with prompt engineering, GANs, VAEs, and large language models (LLMs). Advance your skills in agentic AI, LLM fine-tuning, retrieval-augmented generation (RAG), and AI governance for practical, real-world deployment.
Work on industry projects and a capstone to build a job-ready portfolio. Learn to use cutting-edge tools like ChatGPT, Azure AI Studio, and LangChain while gaining access to a supportive community and career resources that help you launch and grow your AI career.
Choose How You Learn
We’ve designed flexible learning formats to fit different student needs, learning styles, and budgets - giving you the freedom to choose how you want to build your career.
Step 1: Choose Your Career Path
Features:
Meet with the program director
Complete a Skill assessment
Begin with introductory and prerequisite courses
Price:
starting as low as 499 $ - credited towards tuition
Confirmation of admission into the diploma program
Instructor-Led (Online Live Classes)
Features:
Live online workshops classes led by experienced instructors
Interactive discussions, direct Q&A, and peer collaboration, customized labs and group projects
1:1 mentor support for career alignment
Job-readiness workshops (resume, interview prep, consulting exposure)
Price:
Diploma Program | call us
*Apply for Scholarship towards the tuition fees
Course Outline
Course Outline
Explore our Applied Generative AI program to master practical skills for deploying generative AI in real-world scenarios. Learn essential concepts like prompt engineering, large language model (LLM) architecture, transformers, and agentic AI. Gain hands-on experience building LLM applications, fine-tuning models, and applying AI governance best practices using industry-leading tools such as ChatGPT, LangChain, and Azure AI Studio.
Download Outline
Python Fundamentals
Build essential Python programming skills to form the foundation for AI and machine learning. Learn to implement algorithms, manage data, and construct intelligent systems with confidence.
Concepts Learned:
Fundamentals of programming in Python
Data types, operators, and string functions
Conditional statements, loops, and variable scope
Functions, methods, attributes, and access modifiers
Multi-threading and program execution

SKILLS GAINED
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SKILLS GAINED

……………………..
Python Fundamentals
Build essential Python programming skills to form the foundation for AI and machine learning. Learn to implement algorithms, manage data, and construct intelligent systems with confidence.
Concepts Learned:
Fundamentals of programming in Python
Data types, operators, and string functions
Conditional statements, loops, and variable scope
Functions, methods, attributes, and access modifiers
Multi-threading and program execution
SKILLS GAINED

……………………..
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
SKILLS GAINED

……………………..
AI Literacy
Gain a strong foundation in Artificial Intelligence, Machine Learning, and Generative AI. Explore modern models and algorithms while learning to apply them through hands-on tools and practical scenarios.
Concepts Learned:
Core principles of AI, ML, and Generative AI
Supervised, unsupervised, and reinforcement learning
Neural networks, GANs, VAEs, and transformers
Large Language Models (LLMs) like ChatGPT, Claude, and Gemini
Prompt engineering, temperature tuning, and sampling techniques
SKILLS GAINED

……………………..
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
SKILLS GAINED

……………………..
Advanced Generative AI – Models and Architecture
Dive into the architectures that power Generative AI. Master Variational Autoencoders, GANs, and Transformer models while understanding how attention mechanisms enhance large-scale AI systems.
Concepts Learned:
Variational Autoencoders (VAEs) for data generation
Generative Adversarial Networks (GANs) for synthetic media
Transformer models and attention mechanisms
Large Language Model (LLM) architecture and scaling
Real-world applications of modern AI models
SKILLS GAINED

……………………..
Advanced Generative AI – Models and Architecture
Dive into the architectures that power Generative AI. Master Variational Autoencoders, GANs, and Transformer models while understanding how attention mechanisms enhance large-scale AI systems.
Concepts Learned:
Variational Autoencoders (VAEs) for data generation
Generative Adversarial Networks (GANs) for synthetic media
Transformer models and attention mechanisms
Large Language Model (LLM) architecture and scaling
Real-world applications of modern AI models
SKILLS GAINED

……………………..
Advanced Generative AI – Building LLM Applications
Learn to design, fine-tune, and deploy LLM applications. Gain practical expertise in workflow orchestration with LangChain and apply advanced prompt engineering techniques for precision outcomes.
Concepts Learned:
LangChain workflow design
Advanced prompt engineering methods
LLM fine-tuning and customization
Benchmarking and evaluating LLMs
Application development with chatbots, Q&A, and translation systems
SKILLS GAINED

……………………..
Advanced Generative AI – Building LLM Applications
Learn to design, fine-tune, and deploy LLM applications. Gain practical expertise in workflow orchestration with LangChain and apply advanced prompt engineering techniques for precision outcomes.
Concepts Learned:
LangChain workflow design
Advanced prompt engineering methods
LLM fine-tuning and customization
Benchmarking and evaluating LLMs
Application development with chatbots, Q&A, and translation systems
SKILLS GAINED

……………………..
Agentic AI Frameworks with Model Context & Protocols
Step into the future of autonomous AI. Learn to design and deploy multi-agent systems using LangGraph, AutoGen, and CrewAI, and integrate them through Model Context Protocols (MCP).
Concepts Learned:
Agentic AI architecture: perception, cognition, action
LangGraph orchestration techniques
AutoGen multi-agent system design
CrewAI for collaborative agent workflows
MCP protocols for interoperability and compliance
SKILLS GAINED

……………………..
Agentic AI Frameworks with Model Context & Protocols
Step into the future of autonomous AI. Learn to design and deploy multi-agent systems using LangGraph, AutoGen, and CrewAI, and integrate them through Model Context Protocols (MCP).
Concepts Learned:
Agentic AI architecture: perception, cognition, action
LangGraph orchestration techniques
AutoGen multi-agent system design
CrewAI for collaborative agent workflows
MCP protocols for interoperability and compliance
SKILLS GAINED

……………………..
Advanced Generative AI – Image Generation
Explore advanced image generation capabilities in GenAI. Master stable diffusion, denoising, embedding systems, and contrastive learning to create high-quality and context-aware visuals.
Concepts Learned:
Stable Diffusion techniques
Denoising methods for clarity and coherence
Shared embedding systems for image representation
Contrastive learning for model performance
Autoencoders in generative image workflows
SKILLS GAINED

……………………..
Advanced Generative AI – Image Generation
Explore advanced image generation capabilities in GenAI. Master stable diffusion, denoising, embedding systems, and contrastive learning to create high-quality and context-aware visuals.
Concepts Learned:
Stable Diffusion techniques
Denoising methods for clarity and coherence
Shared embedding systems for image representation
Contrastive learning for model performance
Autoencoders in generative image workflows
SKILLS GAINED

……………………..
Generative AI Governance
Understand the ethical, regulatory, and governance aspects of Generative AI. Learn how to integrate governance frameworks, manage risks, and ensure compliance in AI projects.
Concepts Learned:
Ethical frameworks and AI principles
Governance structures and best practices
Risk management in AI projects
Lifecycle governance for data and models
Future trends in AI regulation and compliance
SKILLS GAINED

……………………..
Generative AI Governance
Understand the ethical, regulatory, and governance aspects of Generative AI. Learn how to integrate governance frameworks, manage risks, and ensure compliance in AI projects.
Concepts Learned:
Ethical frameworks and AI principles
Governance structures and best practices
Risk management in AI projects
Lifecycle governance for data and models
Future trends in AI regulation and compliance
SKILLS GAINED

……………………..
SKILLS GAINED

……………………..
SKILLS GAINED

……………………..
SKILLS GAINED

……………………..
SKILLS GAINED

……………………..
SKILLS GAINED

……………………..
AI Literacy
Gain a strong foundation in Artificial Intelligence, Machine Learning, and Generative AI. Explore modern models and algorithms while learning to apply them through hands-on tools and practical scenarios.
Concepts Learned:
Core principles of AI, ML, and Generative AI
Supervised, unsupervised, and reinforcement learning
Neural networks, GANs, VAEs, and transformers
Large Language Models (LLMs) like ChatGPT, Claude, and Gemini
Prompt engineering, temperature tuning, and sampling techniques

SKILLS GAINED
Advanced Generative AI – Models and Architecture
Dive into the architectures that power Generative AI. Master Variational Autoencoders, GANs, and Transformer models while understanding how attention mechanisms enhance large-scale AI systems.
Concepts Learned:
Variational Autoencoders (VAEs) for data generation
Generative Adversarial Networks (GANs) for synthetic media
Transformer models and attention mechanisms
Large Language Model (LLM) architecture and scaling
Real-world applications of modern AI models

SKILLS GAINED
Advanced Generative AI – Building LLM Applications
Learn to design, fine-tune, and deploy LLM applications. Gain practical expertise in workflow orchestration with LangChain and apply advanced prompt engineering techniques for precision outcomes.
Concepts Learned:
LangChain workflow design
Advanced prompt engineering methods
LLM fine-tuning and customization
Benchmarking and evaluating LLMs
Application development with chatbots, Q&A, and translation systems

SKILLS GAINED
Agentic AI Frameworks with Model Context & Protocols
Step into the future of autonomous AI. Learn to design and deploy multi-agent systems using LangGraph, AutoGen, and CrewAI, and integrate them through Model Context Protocols (MCP).
Concepts Learned:
Agentic AI architecture: perception, cognition, action
LangGraph orchestration techniques
AutoGen multi-agent system design
CrewAI for collaborative agent workflows
MCP protocols for interoperability and compliance

SKILLS GAINED
Advanced Generative AI – Image Generation
Explore advanced image generation capabilities in GenAI. Master stable diffusion, denoising, embedding systems, and contrastive learning to create high-quality and context-aware visuals.
Concepts Learned:
Stable Diffusion techniques
Denoising methods for clarity and coherence
Shared embedding systems for image representation
Contrastive learning for model performance
Autoencoders in generative image workflows

SKILLS GAINED
Generative AI Governance
Understand the ethical, regulatory, and governance aspects of Generative AI. Learn how to integrate governance frameworks, manage risks, and ensure compliance in AI projects.
Concepts Learned:
Ethical frameworks and AI principles
Governance structures and best practices
Risk management in AI projects
Lifecycle governance for data and models
Future trends in AI regulation and compliance

SKILLS GAINED

SKILLS GAINED

SKILLS GAINED

SKILLS GAINED
How to Apply
How to Apply
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
French language proficiency proof
Current resume
Two government-issued photo IDs
Step 3: Pay Application Fees
$50 application + $150 registration.
Step 4: Submit Your Application Form
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
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
Reach us
Reach us
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
Become job ready
Become job ready

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.
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.
Attend an infosession
Upon successful completion the college grants the student an AEC (Attestation d’études collégiale)
Business Intelligence and Visualization Analyst (LEA.CV)
-900 hrs-


Intructor spotlight
Connect to Content
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Student stories
Student stories
Haig Alexander
ha
I started off at Dawson in the electronic engineering program. I started off with designing circuits, hardware all kind of things. But I came to realise that there is no market for those sort of things as most of them are getting automated. I developed an interest in mobile applications and realized it was easier to develop application in android phone
Mario Armenti
ma
Montreal College has provided me with technical expertise that is critical in the technological industry. I love my progression and am thankful for my achievements due to their program and assistance. Within a year of my Diploma at MCI , I encountered over five offers from high profile companies. Despite a background in Business Management, I was able to adapt, owing to the expertise of the subject matter experts. Montreal College has provided me with technical expertise that is critical in the industry
Maria Angela Gomez
mag
The program helped me gain a solid understanding of the Mobile app development modules, algorithms, data structures, junit, MVC patterns and developing enterprise solutions, among others.I would highlight the micro student units allowing maximum student- teacher interactivity.

Haig Alexander
ha
I started off at Dawson in the electronic engineering program. I started off with designing circuits, hardware all kind of things. But I came to realise that there is no market for those sort of things as most of them are getting automated. I developed an interest in mobile applications and realized it was easier to develop application in android phone

Mario Armenti
ma
Montreal College has provided me with technical expertise that is critical in the technological industry. I love my progression and am thankful for my achievements due to their program and assistance. Within a year of my Diploma at MCI , I encountered over five offers from high profile companies. Despite a background in Business Management, I was able to adapt, owing to the expertise of the subject matter experts. Montreal College has provided me with technical expertise that is critical in the industry

Maria Angela Gomez
mag
The program helped me gain a solid understanding of the Mobile app development modules, algorithms, data structures, junit, MVC patterns and developing enterprise solutions, among others.I would highlight the micro student units allowing maximum student- teacher interactivity.
Program Cohorts
Upcoming sessions
& Schedule
Apply Early
Oct 13, 2025
Register Before
Sep 15, 2025
Apply Early
Oct 13, 2025
Register Before
Sep 15, 2025
Apply Early
Jan 13, 2026
Register Before
Dec 16, 2025
Apply Early
Jan 13, 2026
Register Before
Dec 16, 2025
Apply Early
Mar 13, 2026
Register Before
Feb 13, 2026
Apply Early
Mar 13, 2026
Register Before
Feb 13, 2026
FAQs
FAQs

Montreal College of Information Technology
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 312 2383


Montreal College of Information Technology
Collège des technologies de l’information de Montréal
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 405 6874


Montreal College of Information Technology
Collège des technologies de l’information de Montréal
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 405 6874