The Mathematical Foundations of Technology
Master the essential math that powers computer science and data science, from the logic of algorithms to the engine of machine learning.
Understand the "Why" Behind the Code
Advanced topics in technology are built on a bedrock of mathematics. Understanding these core concepts is the key to moving from a coder to a true problem-solver. My tutoring focuses on building a strong, intuitive understanding of the mathematical principles that you will use every day in your tech career.
Calculus for Computing
Learn how calculus is the engine behind optimization, a core concept in machine learning and efficient algorithm design.
- ✓ Derivatives & Gradient Descent
- ✓ Integrals & Probability Distributions
- ✓ Understanding Rate of Change in Algorithms
- ✓ Practical Applications in AI and Data
Linear Algebra for Data
Data is represented as vectors and matrices. Learn the language of linear algebra to manipulate and understand complex datasets.
- ✓ Vectors, Matrices, and Tensors
- ✓ Dimensionality Reduction (PCA)
- ✓ Core of Recommendation Systems
- ✓ Applications in Computer Graphics & ML
Probability & Statistics
Master the tools for quantifying uncertainty, testing hypotheses, and making sound, data-driven conclusions.
- ✓ Core Probability Theory
- ✓ Statistical Distributions & Significance
- ✓ Hypothesis Testing (A/B Testing)
- ✓ Bayesian vs. Frequentist Thinking
Who is This For?
Computer Science Students
Building the deep theoretical understanding needed to excel in advanced coursework and technical interviews.
Aspiring Data Scientists
Grasping the statistical and mathematical models that underpin all of data analysis and machine learning.
Ready to Build Your Mathematical Foundation?
Strengthen the mathematical core that will support your entire career in technology. Register to get started.