A concrete discuss of why the ResNet works.
Why ResNet Works?
Kalman Filter, a Least Squares Problem [work in process]
----------work in process------------ Prerequisite Familiar with Kalman Filter is nessesary.FamiliarMatrix computation. What's in this article? This article shows Kalman Filter is a Least Squares problem. Using the least squares interpretation, we can answer some questions easily. e.g. How to tune the covariance of a Kalman filter? How to learn the prediction function? 1. Kalman Filter … Continue reading Kalman Filter, a Least Squares Problem [work in process]
Implement Tensorflow/Pytorch from Scratch
Implement a auto diff library from scratch. I did the tree implementation and the DAG implementation.
Implement Ceres Solver from Scratch
Implement the Ceres least squares solver from scratch.
The Visitor Pattern
Using the Visitor pattern to implement a JSON/Bin serializer and deserializer. I also Implemented version handling.
Build a Cloud Computing System by Zookeeper and Kafka
A simple cloud computing system by Zookeeper and Kafka. We use the Zookeeper to do servers discovery, and Kalfa to pass messages.
Matrix Optimal Multiplication in Compile Time by C++ template
Implement the optimal matrix multiplication problem in compile tine by C++ meta-programming.
Optimal Matrix Chain Multiplication
Implementation of the optimal matrix chain multiplication algorithm in Python.
Haze Removal
I will explain the dehaze algorithm. We will go thought the best paper of CVPR 09 and two related papers which discussed the Soft Matting and Guided Filter.
Integer Programming & Linear Relaxation
An indepth tutorial for integer programming.