- Zekun Zhang โ[email protected]
- Ziqi Wang โ[email protected]
cs520's Introduction
cs520's People
cs520's Issues
direction of CNN
inspired by one hot encode, I think we can use multiple kernel at ONE layer to achieve better performance as a single kernel's learning ability is strongly limited
Activation function choose
I use a Relu function here. But considering that the gradient on 0 does not exist, we can try to use different activation functions such as tanh or sigmoid. it can be a trading off between speed and accuarcy
New structure of CNN
Do we need multiple convolutional layers to reduce the loss further?
under the condition of normalization and current structure, I found that the tanh seems to have the best performance, the lowest loss can reach 6000(randomly generated numbers, 255 x 255, lr=1e-7).
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. ๐๐๐
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google โค๏ธ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.