Suraj DonthiinTowards Data ScienceSupport Vector Machines, Dual Formulation, Quadratic Programming & Sequential Minimal OptimizationThis is a math-oriented approach to the intuition behind SVMs and the optimization algorithms used to solve it. This article serves as a…Feb 10, 20211Feb 10, 20211
Suraj DonthiinTowards Data ScienceNeural Networks from scratch with Numpy — Part 3: Logistic RegressionSigmoid activation function is the most elemental concept in Neural Networks. In this tutorial, you will learn to implement logistic…May 3, 2020May 3, 2020
Suraj DonthiinTowards Data ScienceNeural Networks from scratch with Numpy— Part 2: Linear RegressionIn this tutorial, you will learn to implement Linear Regression for prediction using Numpy in detail and also visualize how the algorithm…Jan 25, 20192Jan 25, 20192
Suraj DonthiinTowards Data ScienceNeural Networks from scratch with Numpy — Part 1: IntroductionIn this tutorial, you will get a brief understanding of what Neural Networks are and how they have been developed. In the end, you will…Jan 16, 2019Jan 16, 2019