AI Mathematical & Programming Foundations - Math and Programming for AI
Build the foundations you need to understand and develop AI systems. From mathematics to programming, this course covers all the essentials.
What you will learn
Achieve Coding Mastery: Build a robust Python and SQL foundation, mastering professional coding practices and essential libraries (NumPy, Pandas) for AI development.
Grasp the AI Engine: Deeply understand the core mathematical principles (Linear Algebra, Calculus, Statistics) that underpin all modern Machine Learning algorithms.
Master Model Optimization: Learn the mechanics of model training and fine-tuning through a practical focus on optimization techniques like Gradient Descent and Backpropagation.
Professional-Grade Programming: Gain practical experience with data structuring, version control (Docker concepts), and efficient computational practices.