David SasuSupport Vector Machines — Lecture series — Multi-class SVMs (part 1)In the last series of posts we have been talking about the main ideas regarding the topic of support vector machines. In this post, we…Aug 14, 20231Aug 14, 20231
David SasuI agree with “agreeing to disagree”Offensive language detection on social media is one of the prime examples of the application of Natural Language Processing in real-world…Jan 20, 2022Jan 20, 2022
David SasuSupport Vector Machines — Lecture series — Sequential Minimal Optimization Part 4In the last series of posts, we have been trying to explore how to solve the sequential minimal optimization algorithm. In the beginning…Oct 12, 2021Oct 12, 2021
David SasuSupport Vector Machines — Lecture series — Sequential Minimal Optimization Part 3In the previous post, I spoke about the two main steps involved in the implementation of the sequential minimal optimization algorithm…Aug 26, 2021Aug 26, 2021
David SasuSupport Vector Machines — Lecture series — Sequential Minimal Optimization Part 2In the previous post, I gave a general overview on what the Sequential Minimal Optimization algorithm was and how it works. In the next…Aug 24, 2021Aug 24, 2021
David SasuSupport Vector Machines — Lecture series — An introduction to the Sequential Minimal…In the previous posts, we were introduced to the SVM optimization problem, which is demonstrated in Fig. 1 below:Aug 19, 2021Aug 19, 2021
David SasuSupport Vector Machines — Lecture series — Types of kernelsIn the previous post, we had a look at the kernel trick and how it can be applied mathematically to enable us to find an optimum…Aug 18, 2021Aug 18, 2021
David SasuSupport Vector Machines — Lecture series — Kernels part 3 (The Kernel trick)In this tutorial, we would be learning about how to directly apply the kernel to help us to find the optimum hyperplane between data…Aug 17, 2021Aug 17, 2021
David SasuSupport Vector Machines — Lecture series — Kernels part 2In the last post, I discussed the problem that is involved with transforming every point from one dimension to another dimension just to…Aug 6, 2021Aug 6, 2021
David SasuSupport Vector Machines — Lecture series — Kernels: An introductionIn the last couple of lecture posts, we have been talking about how to determine hyperplanes that can optimally separate given datasets…Aug 3, 2021Aug 3, 2021
