AI Math Lens

AI Math Lens is a visual learning app for NumPy and tensor shape intuition. Instead of memorizing rules, you can see how arrays change as you run common operations: • Shape: understand 1D, 2D, and 3D arrays • Indexing & Selection: see how slicing, strides, and masks affect shape • Axis: watch reductions collapse dimensions • Reshape & Transpose: rearrange arrays without changing values • Broadcasting: learn how shapes align and stretch • Matrix Multiply: compare elementwise multiplication with row-column dot products • Image Arrays: see images as NumPy arrays with pixels, channels, crops, and RGB tint • Shape Journey: solve one shape problem step by step AI Math Lens is designed for students and beginners preparing for machine learning, computer vision, data science, or deep learning courses. The goal is simple: make tensor shapes feel visible.