AAbulAsar S.·Sep 30Singular Value Decomposition: From the Math to C++ with EigenUnderstand SVD through a movie ticket example, derive its matrices step by step, and verify the result with C++ and Eigen.15 min read·abulasar.com32K
MMahesh Moholkar·Sep 28The Math Underneath Neural Networks: Tensors, Matrices and PyTorchEvery worker, judge and stamp in the building was doing one operation. Here it is, and here's the tool that does it for you.44 min read·maheshmoholkar.hashnode.dev
TTharun·Jul 24Eigenvalues and Eigenvectors, Explained for Complete Beginners — The Final Blog in the Linear Algebra for ML SeriesTake a normal photograph and stretch it sideways in an editing app — pull the left and right edges apart, like taffy. Watch what happens to different arrows you could draw on that photo. An arrow poin30 min read·tharunpandya.hashnode.dev1
TTharun·Jul 22Matrix Inverse, Determinant & Linear Transformation — What Actually Happens Inside a Machine Learning Model When It "Learns"Discover how matrices transform data, why determinants matter, and how matrix inverse helps Machine Learning models learn with real Python examples.25 min read·tharunpandya.hashnode.dev1
TTharun·Jul 19How Matrix Multiplication Powers Face Recognition, ChatGPT & Self-Driving CarsLearn matrix multiplication, dot product, transpose, and cross product with simple examples, Python code, and real Machine Learning applications.24 min read·tharunpandya.hashnode.dev1
TTharun·Jul 16Matrix Addition, Subtraction & Element-wise Multiplication — The Hidden Math Your Brain Does Every Second (Without You Even Knowing)Learn matrix addition, subtraction, and element-wise multiplication with simple examples, Python code, and real Machine Learning applications.28 min read·tharunpandya.hashnode.dev1
TTharun·Jul 9Why Does Machine Learning Store Data as a Matrix? (Explained Simply)Learn why Machine Learning stores data as a matrix with simple examples, Python code, and real-world use cases. Perfect for ML beginners.7 min read·tharunpandya.hashnode.dev1
TTharun·Jul 8What Is a Vector? The Building Block Behind Every Machine Learning ModelLearn what vectors are, why they matter in Machine Learning, and how they help computers represent and process real-world data.10 min read·tharunpandya.hashnode.dev1
TTharun·Jul 7Before You Learn Machine Learning, Learn This One Math Topic FirstThinking of learning Machine Learning? Discover why Linear Algebra is the mathematical foundation behind AI, Neural Networks and modern ML algorithms.11 min read·tharunpandya.hashnode.dev1
JJoshua Junsu Kim·Jul 6Spectral Graph Embeddings & Bipartite Bridging: Controlling Data Sparsity Without LLM Semantic DriftWhy linear-algebraic matrix factorization is identical to graph representation learning, and how to bridge Out-of-Vocabulary (OOV) terms in specialized domains without destroying personal subjectivity.6 min read·junsukim.hashnode.dev
