KamWoh NginBetter Programming(Conditional) Context Optimization: Prompt Learning for Vision-Language ModelsAdapting vision-language models like CLIP·10 min read·Jan 11, 2023----
KamWoh NginTowards 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).·9 min read·Apr 6, 2022----
KamWoh NginTowards 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?·9 min read·Jun 28, 2021--4--4
KamWoh NgImage Retrieval: Image Searching with ImageHave you ever wondered how Google image search works?·7 min read·May 25, 2021----
KamWoh NginTowards Data ScienceAn intuitive view of Differential PrivacyThis post will explain Differential Privacy in an intuitive view with minimal mathematics.·6 min read·Sep 21, 2020--1--1
KamWoh NginTowards 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…·7 min read·Aug 27, 2020----
KamWoh NginTowards 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…·5 min read·Nov 12, 2019--3--3
KamWoh NginTowards 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…·7 min read·Nov 9, 2019----
KamWoh NginTowards 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”…·5 min read·Apr 15, 2019----
KamWoh NginTowards 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…·5 min read·Mar 30, 2019--1--1