2024
an archive of posts from this year
| Dec 29, 2024 | Gradient Descent and Second-Order Optimization - A Thorough Comparison |
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| Dec 29, 2024 | Gradient Descent Convergence - Prerequisites and Detailed Derivation |
| Dec 28, 2024 | Understanding Stochastic Gradient Descent (SGD) |
| Dec 25, 2024 | Gradient Descent - A Detailed Walkthrough |
| Dec 24, 2024 | Empirical Risk Minimization (ERM) |
| Dec 24, 2024 | Understanding the Supervised Learning Setup |
| Dec 23, 2024 | Timeline of Machine Learning History |
| Dec 22, 2024 | Advanced Probability Concepts for Machine Learning |
| Dec 22, 2024 | Understanding the Basics of Probability Theory for Machine Learning |
| Dec 20, 2024 | Linear Algebra - Prerequisites for Machine Learning |
| Dec 20, 2024 | Multivariate Calculus - Prerequisites for Machine Learning |
| Dec 19, 2024 | Introduction to Machine Learning(ML) |
| Dec 18, 2024 | Preface & Introduction |