Mathematics
High-school mathematics
Secondary 3 to 5 math, built on understanding instead of memorizing, with exam preparation.
High school
Course detailsKAHF Academy · Montreal & online
Learn the math,code and AIthat matter.
Structured courses in mathematics, programming, AI and cloud, taught by a university and college instructor with industry experience. Private or in small groups, in English or French.
- 16
- courses
- 6
- learning paths
- 5
- levels, kids to pros
- EN · FR
- languages
Courses designed and taught by an instructor who has taught at
- Concordia University
- Vanier College
- LaSalle College
- Sommet College
- CDI College
Learning paths
Start from where you are.
Six paths from first steps to production skills. Pick a path to see its courses.
Course catalog
Choose what you want to learn.
Mathematics
Calculus I and II
Limits, derivatives and integrals with intuition first, then technique, then applications.
CEGEP / collegeUniversity
Course detailsMathematics
Linear algebra
Vectors, matrices and transformations, with the geometric view that makes machine learning click.
CEGEP / collegeUniversity
Course detailsMathematics
Probability and statistics
From counting and distributions to inference and regression, taught with real data and Python.
CEGEP / collegeUniversityProfessionals
Course detailsProgramming
Python from zero
Your first programming course: clear foundations and small projects you can show.
High schoolCEGEP / collegeProfessionals
Course detailsProgramming
Data structures and algorithms
The core of computer science and technical interviews, implemented step by step.
CEGEP / collegeUniversity
Course detailsProgramming
Full-stack web development
Build and deploy a real web app: React front end, Node API and a database.
CEGEP / collegeProfessionals
Course detailsAI & data
Machine learning foundations
How models learn, how to evaluate them honestly, and how to use them on real problems.
UniversityProfessionals
Course detailsAI & data
Deep learning and neural networks
From a single neuron to modern architectures, with hands-on PyTorch.
UniversityProfessionals
Course detailsAI & data
Generative AI, LLMs and RAG
Use and build with large language models: prompting, retrieval-augmented generation and agents.
UniversityProfessionals
Course detailsAI & data
Data wrangling and visualization
Turn messy data into clear insight with pandas, SQL and dashboards.
CEGEP / collegeProfessionals
Course detailsDevOps & cloud
Docker and Kubernetes
Containerize applications and run them reliably, from your laptop to a cluster.
CEGEP / collegeProfessionals
Course detailsDevOps & cloud
CI/CD and MLOps
Ship models like software: automated tests, pipelines, tracking and deployment.
ProfessionalsUniversity
Course detailsDevOps & cloud
Cloud for AI: AWS, Azure and GCP
Choose, secure and run AI workloads on the major clouds.
Professionals
Course detailsKids & teens
Robotics and coding for kids (8 to 14)
Hands-on projects that make coding, electronics and AI fun and understandable.
Kids
Course detailsResearch
Research and thesis guidance
For graduate and senior students: scope a project, run sound experiments and write the paper.
University
Course detailsEnrollment
Leave your contact, we will plan it with you.
No payment and no commitment now. We contact you to set the schedule, the format and the price.
Formats
Learn the way that fits you.
Most flexiblePrivate coaching
One-on-one sessions at your pace, on your syllabus or exam.
- Flexible schedule
- Follows your course or goals
- Online or in Montreal
Best valueSmall groups
Up to 6 learners per group, for structured progress at a lower cost per person.
- Fixed weekly schedule
- Lower price per person
- Peer projects
For organizationsTeams & schools
Training for your team, classroom or school, built around your tools and level.
- Custom curriculum
- On-site or online
- Certificates of completion
How it works
Enroll in three steps, no commitment.
- 01
Pick your courses
Add one or more courses to your list. Not sure? Add what interests you and we will recommend the right fit.
- 02
Leave your contact
Email or phone, your level and your availability. It takes a minute and commits you to nothing.
- 03
Get your plan
We contact you to understand your goals, then propose a schedule, a format and a clear price.
Your instructor
Fares Alkhawaja, PhD
Founder and lead instructor
Fares teaches mathematics, programming and AI at the college and university level in Montreal, and builds AI systems in industry. Courses at KAHF Academy combine both: rigorous foundations and the tools used in real jobs.
- 10+ years
- teaching
- PhD
- Concordia University
- Applied AI
- in industry
For organizations
Training for teams, schools and companies.
From a one-day generative-AI workshop to a full semester course, delivered in English or French, on-site or online.
- Generative AI for non-technical teams
- Python, data and ML for analysts
- DevOps and MLOps for engineers
FAQ
Questions, answered.
How much does it cost?
It depends on the course, the level and the format (private or small group). You get a clear price after a short call, before anything starts.
Online or in person?
Both. Online sessions run on video with shared notes and code; in-person sessions are available in Montreal.
Private or group?
Either. Private sessions adapt to your pace; small groups (up to 6) cost less per person.
Which language?
English or French, your choice.
Can you help with a specific class or exam?
Yes. Mention the course, school and exam dates in your message and the sessions will follow your syllabus.
Do you train teams or schools?
Yes. See For organizations above, or write to us with your group size and goals.