Published inBetter Programming(Conditional) Context Optimization: Prompt Learning for Vision-Language ModelsAdapting vision-language models like CLIPJan 11, 2023Jan 11, 2023
Published inTowards Data ScienceA simple way to learn generally from a large training set: DINOThis post describes a self-supervised learning method: self-distillation with no Labels (DINO).Apr 6, 2022Apr 6, 2022
Published inTowards Data Science(Self-)Supervised Pre-training? Self-training? Which one to use?What are the current state of the art in self-supervised pre-training? Do we really need pre-training? How about self-training?Jun 28, 20214Jun 28, 20214
Image Retrieval: Image Searching with ImageHave you ever wondered how Google image search works?May 25, 2021May 25, 2021
Published inTowards Data ScienceAn intuitive view of Differential PrivacyThis post will explain Differential Privacy in an intuitive view with minimal mathematics.Sep 21, 20201Sep 21, 20201
Published inTowards Data ScienceHow to “Docker” for your computer science research project? The minimal guide for using docker.When everyone is discussing on dockers, talking about how good it is to dockerize your project, because it is like an isolated environment…Aug 27, 2020Aug 27, 2020
Published inTowards Data ScienceProtect your Deep Neural Network by Embedding Watermarks!We have intellectual property (IP) protection watermarks on media contents such as images, musics and etc. How about Deep Neural Network…Nov 12, 20193Nov 12, 20193
Published inTowards Data ScienceHow to understand Numpy documentationWhen we start to learn Data Science, Machine Learning, Deep Learning or any excited fields that will be using Python as programming…Nov 9, 2019Nov 9, 2019
Published inTowards Data ScienceBayes Theorem for Dummy? How do I learn mathematics.I was learning SVM from [1], the author mentioned “If you haven’t read the Naive Bayes, I would suggest you to read it thorough here”…Apr 15, 2019Apr 15, 2019
Published inTowards Data ScienceInterpretable Convolutional Neural NetworkThis paper by Quanshi Zhang, Ying Nian Wu, and Song-Chun Zhu from University of California, Los Angeles proposes a method to modify…Mar 30, 20191Mar 30, 20191