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Tutoring

Machine Learning Tutor

Pristone Academy offers premium one-on-one machine learning tutoring from an MIT-trained senior engineer who builds production ML systems. You learn the underlying math, the core models, and the real-world workflow — data preparation, training, evaluation, and deployment — taught from genuine practice rather than a recycled online syllabus. Every session is private and built around your exact goals.

Premium private coaching, typically structured as multi-session engagements.

Who this is for

University students in ML and AI courses, working engineers moving into ML roles, researchers who need practical implementation help, and serious self-learners who want depth instead of tutorials.

  • Students in machine learning, deep learning, or data science courses
  • Engineers transitioning into ML or MLOps roles
  • Researchers who need help implementing models and pipelines
  • Self-learners who want the math and the practice, not just APIs

What you walk away with

  • A real grasp of the math behind models, not just library calls
  • Hands-on fluency with training, tuning, and evaluation
  • The ability to debug models and reason about why they fail
  • A practical workflow you can apply to your own projects

What we can cover

1

Foundations & math

Linear algebra, probability, gradients, and loss functions — the intuition that makes everything else make sense, taught only as deeply as you need.

2

Core models

Regression, classification, decision trees, clustering, and neural networks — how they work, when to use them, and how to evaluate them honestly.

3

Deep learning & modern AI

Neural network architectures, training dynamics, regularization, and the practical building blocks behind today's models.

4

Real workflows & deployment

Data pipelines, experiment tracking, evaluation metrics, and what it actually takes to get a model into production.

Frequently asked questions

No. We meet you where you are and build the math you need alongside the models, so concepts click instead of feeling like a prerequisite wall.
Both, balanced to your goals. You get the underlying intuition and hands-on implementation, taught by an engineer who ships real ML rather than only teaching it.
Yes. Bring your syllabus, problem sets, research, or work project, and sessions are built entirely around what you need to master.
Edward Mabonga — MIT EECS, senior software engineer with production AI/ML experience, and founder of Pristone Academy. All sessions are premium and one-on-one.

Explore next

Learn machine learning from someone who ships it.

Book a diagnostic, tell us your goals and level, and we'll build a private ML tutoring plan around them.

Founder-led by Edward Mabonga (MIT EECS) · 250+ five-star reviews · 1,000+ tutoring hoursView verified reviews