Articles/Videos Bookmark
This blog intends to bookmark the academic articles/videos that I plan to go over (continuing)
Frontend development
Backend development
Machine learning
- Loss Functions
- Why Deep Learning Methods Use KL Divergence Instead of Least Squares: A Possible Pedagogical Explanation
- Intractabily of posterior distribution
- Held-out likelihood
- Mean-field approximation
- PixelCNN, Wavenet & Variational Autoencoders
- A Few Useful Things to Know about Machine Learning
- Deep Autoregressive Model
- Why is Real-World Visual Object Recognition Hard
- gradient based learning applied to document recognition
- Understanding AlexNet
- Improving neural networks by preventing co-adaptation of feature detectors
- Very deep convolutional networks for large-scale image recognition
- Gaussian Distributions are Soap Bubbles
- What’s the Difference Between a CNN and an RNN?
- Normalizing Flows Tutorial, Part 1: Distributions and Determinants
- Reparametrization in VAEs
- What is variational inference?
- Prior, likelihood, and posterior
- Another explanation of Prior, likelihood, and posterior
- MADE
- Fully connected layer
- Number of Parameters and Tensor Sizes in a Convolutional Neural Network (CNN)
- Stochastic Gradient Descent
- What is the difference between
register_bufferandregister_parameterofnn.Module - PyTorch Autograd
- From Autoencoders to Autoregressive Models
- Does Training set shuffling matter?
- mode.train() v.s model.eval()
- optimizing-gradient-descent
General programming
- Understanding the underscore _ of Python
- Understanding self and __init__ method in python Class
- Why isn’t Java used for modern web application development?
- What does if __name__ == “__main__”: do?
- Module in python
- Classes in python
- map() in python
- An Intro to Threading in Python
- *args and **kwargs in Python
- Reading and writing files in python
- Why StringBuilder is much faster than String
- What is functional programming?
- Why is C used as the main programming language for operating systems?
- 为什么现在的操作系统基本上用C语言来实现
- Using javac and java commands to compile and launch java programs
- android java dot class syntax MainActivity.class.getSimpleName();
- What is runtime
Math