- Lecture 1, Introduction to Topology [
▶️ весна 2025] - Lecture 2, More on Topology [
▶️ весна 2025] - Lecture 3, Even More Topology [
▶️ весна 2025] - Lecture 4, Dimensionality Reduction (Manifold Learning) [
▶️ весна 2025] - Lecture 5, More on Dimensionality Reduction (t-SNE, UMAP) [
▶️ весна 2025]
Midterm 1 (Dimensionality Reduction): Problem
- Lecture 6, Persistent Homology (Motivation, Geometric Simplicial Complex) [
▶️ весна 2025] - Lecture 7, Persistent Homology (Algebra on Simplicial Complex) [
▶️ весна 2025] - Lecture 8, Persistent Homology (Boundary Operator) [
▶️ весна 2025] - Lecture 9, Persistent Homology (Chech and Ripps Complexes) [
▶️ весна 2025] - Lecture 10, GUDHI library [
▶️ весна 2025]
Midterm 2 (Persistent Homology): Problem