https://sylvanb.dev/ Recent content on goldsoulsylvan Hugo -- gohugo.io en-us Copyright © 2020, Sylvan B. Thu, 29 Aug 2024 13:53:59 +0100 https://sylvanb.dev/machine-learning-notes-convolutional-neural-networks/ Thu, 29 Aug 2024 13:53:59 +0100 https://sylvanb.dev/machine-learning-notes-convolutional-neural-networks/ Convolutional Neural Networks Say we have a image that is composed of multiple atomic elements, and we want to be able to identifty specific groupings of those elements within a specific image? How could we achieve this through Machine Learning? It turns out there is one approach that can achieve this - Convolutional Neural Networks (CNN). These allow us to take a input image, generate feature maps and given a set of parameters build up combinations of these features to (similarlly to LRs and MLPs), to determine a confidence rate of a specific combination being present in a given image. https://sylvanb.dev/machine-learning-notes-multilayer-perceptron/ Thu, 29 Aug 2024 13:42:57 +0100 https://sylvanb.dev/machine-learning-notes-multilayer-perceptron/ This is a collection of notes I’m taking as I progress through the Introduction to Machine Learning course provided by Duke University at Coursera. This is a working document, it might eventually be split down into multiple documents at some point, but this is largely to aid in my memorisation of key knowledge from this course (and a chance to try out the cool Math and Diagram rendering in Hugo using Mermaid and Latex). https://sylvanb.dev/bookmarks/ Wed, 07 Aug 2024 19:51:45 +0100 https://sylvanb.dev/bookmarks/ Bookmarks Just a collection of things I intend to read/have read, mainly for my own convenience/tracking purposes. Legend ✅ Have Read Blog Posts Rust https://www.rfleury.com/p/untangling-lifetimes-the-arena-allocator Malware Analysis https://exploitreversing.com/2024/08/07/malware-analysis-series-mas-article-08/ Reflections https://lexi-lambda.github.io/blog/2019/11/05/parse-don-t-validate/ https://sylvanb.dev/machine-learning-notes-logistic-regression/ Tue, 30 Jul 2024 10:20:42 +0100 https://sylvanb.dev/machine-learning-notes-logistic-regression/ This is a collection of notes I’m taking as I progress through the Introduction to Machine Learning course provided by Duke University at Coursera. This is a working document, it might eventually be split down into multiple documents at some point, but this is largely to aid in my memorisation of key knowledge from this course (and a chance to try out the cool Math and Diagram rendering in Hugo using Mermaid and Latex). https://sylvanb.dev/my-blog-architecture/ Mon, 29 Jul 2024 15:44:13 +0100 https://sylvanb.dev/my-blog-architecture/ This is mainly just so I dont forget how I set this up. The overall gist of this site is the following: I do my magic locally, and push to the Github Repo The Github Action uses fly deploy to push the changes to Fly.io, which handles the hosting and scaling. Cloudflare between the user and my site for the their usual magic (DDoS protection - saves my wallet hehe). Thats really it, the below diagram shows this all: