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CZ4041 Machine Learning Assignment
We can't plot a graph in EC2, It would be nice to have an argument to do that when running these python script from command line. Instead, we should output the result (a list of accuracy and losses) to the terminal so that we can copy and paste to local desktop and plot the result locally.
I think I made some fundamental mistake in my codes. No matter what technique I use to train my model, it always stuck at 10%. It could be because I mess up with the way I extract data to matrices in images_to_matrices.py
.
My intuition tell me that, even if we use simpler techniques such as logistic regression and multinomial logistic regression, we should get something better than 10%. So before we try to test something more advance like convolution neural network, we should get those easier method to work first, at least not 10%.
Using vim to change the script in terminal (when using AWS EC2) is such a pain. Can we have command line arguments to change those experiments that we want to play around and experiment with?
In the file images_to_matrices.py
, we still hard code some constants
image_size = 32
pixel_depth = 255.0
color_channel = 3
We should use constants from constants.py
instead
Alright, we gonna record all classifier that we have trained here. Please use the following format:
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.