Your starting point

Find your learning path.

Your background is unique. Your starting point should be, too. Find your way into Machine Learning and Quantitative Finance with ARPM.

Choose your next step

Different backgrounds. Clear paths.

Start with the path that best describes where you are today.

I am a finance professional

Risk/asset manager, quant researcher, or data scientist with a strong mathematical background? You are exactly who ARPM was built for.

  1. Step 1 of 2 · 6 days

    Quant Bootcamp

    An immersive overview of Machine Learning and Quantitative Finance.

  2. Step 2 of 2 · 5+5 months

    Certification

    An instructor-supported deep dive in Machine Learning and Quantitative Finance.

I am a PhD or graduate student

A background in mathematics, statistics, physics, electrical engineering, computer science, or economics gives you the foundation to succeed.

  1. Step 1 of 2 · Free for all

    Mathematical Statistics for Finance

    Understand the why, not just the how, of advanced statistical techniques. Mathematically intensive and part of the Certification.

  2. Step 2 of 2 · Self-paced

    Lab

    Explore a comprehensive resource covering theory, case studies, and integrated Python code.

I need to build my mathematics background

Coming from a non-STEM undergraduate degree or another non-quant pathway? ARPM may be too advanced for now. Start by building the mathematical foundations our programs assume.

Recommended before joining ARPM

  • Linear AlgebraMIT OpenCourseWare · Gilbert Strang
  • CalculusKhan Academy
  • Statistics and ProbabilityKhan Academy

Once you are confident with these fundamentals, our advanced Mathematics Primer will consolidate your knowledge and prepare you for a deeper dive.

The ARPM approach

Every path. The same depth.

Mathematical rigor

Build a rigorous understanding of the mathematics behind data science.

Theory + practice

Connect statistical concepts to real-world financial modeling.

Hands-on Python

Put ideas into practice with notebooks, simulations, and visual content.

Still not sure where to begin?

We will help you assess whether ARPM is the right fit and find your starting point.

Contact us