Mengliu ZhaoMachine Learning Reflection: Mystery of “When Not-to-use” Continuous Model Retraining in…Companies talk about continuous model retraining all the time. The model has been deployed for a while and stakeholders are eager to see an…3 min read·Mar 14, 2024----
Mengliu ZhaoPaper Reading (ECCV 2020)—DETR: End-to-End Object Detection with TransformersThe last paper I read about object detection was Faster RCNN, which was published in ICCV 2015. The world has changed so much ever since…3 min read·Sep 5, 2023----
Mengliu ZhaoPaper Reading (CVPR’23): Dynamically Instance-Guided Adaptation: A Backward-Free Approach for…Domain generalization is a big topic in deep learning, as the real open world data is always much more complicated than the collected fixed…4 min read·Aug 21, 2023----
Mengliu ZhaoPaper Reading — SwinIR: Image Restoration Using Swin TransformerThe Vision Transformer (ViT) has gained huge attention and success since its birth in 2020. One important variant of ViT is the Swin…3 min read·Aug 14, 2023----
Mengliu ZhaoGoogle ELIXR — Has The New Era of AI-assisted Medical Diagnosis Arrived?For years and years, researchers and clinicians dreamed of a system that could devour bulks of medical images and medical reports and…4 min read·Aug 8, 2023----
Mengliu ZhaoPaper Reading — Do Vision Transformers See Like Convolutional Neural Networks?The Vision Transformer (ViT) has gained huge popularity ever since its publication and showed great potential over CNN-based models such…5 min read·May 20, 2022----
Mengliu ZhaoFace Mask Detection using Faster RCNNFaster RCNN is an efficient tool for detecting objects in 2D color images. The model was first proposed in TPAMI 2016, and is an…3 min read·Jan 4, 2021--2--2
Mengliu ZhaoA Quick Example Using PyTorch LSTM in Stock Market PredictionLSTM is a very convenient tool for making time-series predictions, so it’s not surprising that it could be used for stock market…2 min read·Dec 2, 2020----
Mengliu ZhaoBasics of PyTorch Tensor, Autograd and Partial DerivativesFor the weekend I was stuck on a simple question: If I have a matrix A¹⁰, how do I use PyTorch to calculate the following:4 min read·Nov 2, 2020----