PinnedKemal Erdem (burnpiro)Step by Step visual introduction to Diffusion Models.How the diffusion models works under the hood? Visual guide to diffusion process and model architecture.Nov 9, 20235Nov 9, 20235
Kemal Erdem (burnpiro)XAI Methods — Noise TunnelWhat is the Noise Tunnel? How it can improve XAI methods accuracy? What is its major drawback?Apr 21, 2022Apr 21, 2022
Kemal Erdem (burnpiro)XAI Methods — Guided GradCAMImproved GradCAM XAI method. Why is it better than the original? How does the “Guiding” part work?Apr 21, 2022Apr 21, 2022
Kemal Erdem (burnpiro)XAI Methods — Integrated GradientsDive into Integrated Gradients method. How the values are calculated? What are the different baselines?Apr 21, 2022Apr 21, 2022
Kemal Erdem (burnpiro)XAI Methods — Guided BackpropagationIntroduction to Guided Backpropagation interpretability method.Feb 23, 2022Feb 23, 2022
Kemal Erdem (burnpiro)XAI Methods — DeconvolutionWhat is Deconvolution? How it is using CNN structure to make for interpretability?Feb 23, 2022Feb 23, 2022
Kemal Erdem (burnpiro)XAI Methods — SaliencyIntroduction to one of the first attribution XAI methodsFeb 22, 2022Feb 22, 2022
Kemal Erdem (burnpiro)inTowards Data ScienceXAI Methods — The IntroductionWhat are XAI methods? Interpretability vs Explainability. Taxonomy of the model interpretability. What are the Attribution Methods?Oct 12, 2021Oct 12, 2021
Kemal Erdem (burnpiro)inTowards Data ScienceIntroduction to Attention MechanismHow was Attention created? Why does it work and why it is one of the most important things in ML right now?May 15, 2021May 15, 2021
Kemal Erdem (burnpiro)inTowards Data ScienceUnderstanding Positional Encoding in TransformersVisualization of the original Positional Encoding method from Transformer model.May 13, 20213May 13, 20213
