Basics of Machine Learning on MLDemystified /posts/basics-of-ml/ Recent content in Basics of Machine Learning on MLDemystified MLDemystified /images/papermod-cover.png /images/papermod-cover.png Hugo -- gohugo.io en Tue, 20 Feb 2024 00:00:00 +0000 Introduction to Machine Learning /posts/basics-of-ml/introduction/post/ Sat, 10 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/introduction/post/ Explanation of Machine Learning A General Recipe for Machine Learning /posts/basics-of-ml/general-recipe-of-ml/post/ Sun, 11 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/general-recipe-of-ml/post/ A General Recipe for Machine Learning Understanding the Basics of Gradients /posts/basics-of-ml/basics-of-gradients/post/ Mon, 12 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/basics-of-gradients/post/ Understanding the Basics of Gradients A Gentle Introduction to Gradient Descent and Its Variants /posts/basics-of-ml/gradient-descent/post/ Tue, 13 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/gradient-descent/post/ A Gentle Introduction to Gradient Descent and Its Variants Understanding Duality and Lagrangians in Optimization /posts/basics-of-ml/duality/post/ Wed, 14 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/duality/post/ Understanding Duality and Lagrangians in Optimization Demystifying Linear Regression: Part I /posts/basics-of-ml/linear-regression/post-1/ Thu, 15 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/linear-regression/post-1/ Demystifying Linear Regression, Part I Demystifying Linear Regression, Part II /posts/basics-of-ml/linear-regression/post-2/ Fri, 16 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/linear-regression/post-2/ Demystifying Linear Regression, Part II Demystifying the Perceptron Algorithm /posts/basics-of-ml/perceptrons/post/ Fri, 16 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/perceptrons/post/ Demystifying the Perceptron Algorithm Demystifying Support Vector Machines on Linearly Separable Data /posts/basics-of-ml/support-vector-machines/svm-linearly-separable/ Sat, 17 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/support-vector-machines/svm-linearly-separable/ Demystifying Support Vector Machines on Linearly Separable Data Demystifying Support Vector Machines: Kernel Machines /posts/basics-of-ml/support-vector-machines/svm-kernel-machines/ Sun, 18 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/support-vector-machines/svm-kernel-machines/ Demystifying Support Vector Machines: Kernel Machines Demystifying Support Vector Machines: Dealing with Non-Separable Data /posts/basics-of-ml/support-vector-machines/svm-non-separable/ Mon, 19 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/support-vector-machines/svm-non-separable/ Demystifying Support Vector Machines: Dealing with Non-Separable Data Summary of Support Vector Machines /posts/basics-of-ml/support-vector-machines/svm-summary/ Tue, 20 Feb 2024 00:00:00 +0000 /posts/basics-of-ml/support-vector-machines/svm-summary/ Summary of Support Vector Machines