Topics Foundations Probability Space, Random Variables, Expectation, Variance Distributions Gaussian Distribution, Bernoulli, Binomial, Poisson, Exponential Family Estimation MLE (Max...

Topics Basic Methods Least Squares, Gradient Descent, Newton’s Method, Line Search Constrained Optimization Lagrange Multipliers, KKT Conditions Convexity Convex Function, Convex Set,...

Topics Manifolds (NLP) Geometric intuition, manifolds, word embeddings Projective Geometry (CV) Homogeneous Coordinates, Epipolar Geometry, Trifocal Tensor, Absolute Conic Camera Model...

Topics Common Mathematical Tools Taylor Expansion, SVD, Pseudoinverse, Gradient Descent, Backpropagation Study Resources & Scope Used to Study [1] Mathematics for Machine Learning - Deis...

Topics Univariate Calculus Limit, Differentiation, Chain Rule Multivariate Calculus Partial Derivatives, Gradient, Jacobian, Hessian Vector Calculus Directional Derivative, Taylor ...

Research Plan 1. Filling gaps in knowledge Multiview geometry Stereo Matching Review related research Review latest research 2. Design Experiment Research Idea

Background Since Meta Quest 2 has no depth sensor, it cannot estimate the depth of the current view. The purpose of this project is to implement the model which is able to predict the distance bet...

Prerequisition Linux GUI Installed(Debian or Ubuntu) Browser Installed(recommend Firefox) VSCode Installed(see my previous post) Claude Desktop on debian arm64 …(Skip for the detail) I tri...

Prerequisition Termux installed Linux GUI installed(Debian or Ubuntu) Browser Installed(recommend Firefox) Installation Download VSCode from official website: https://code.visualstudio.com...

Problems with the previous plan Although the plan was good. But while I’m trying to execute it, I’ve found several realistic problems. Lack of Math Knowledge(Linear Algebra, Calculus) so it was ...