Scientific Programming
160 subscribers
158 photos
30 videos
138 files
446 links
Tutorials and applications from scientific programming

https://github.com/Ziaeemehr
Download Telegram
Understanding Deep Learning
by Simon J.D. Prince
To be published by MIT Press.

Draft
GitHub
dimreductiontechniquespydatadcoct2016.pdf
1.2 MB
A Practical Guide to Dimensionality Reduction Techniques
Multimodal Deep Learning
Free Ebook
If you start reading Fastbook
To dowload image from bing search engine, it force you to have an api key, here is a solution to use DuckDuckGo search engine, without api key:
Deep Learning with PyTorch Step-by-Step

Notebooks

use β€œOpen in Colab” extention in your browser to execute online.
decorators.pdf
55.8 KB
Python Decorator
here are some examples I used for training.

@scientific_programming
πŸ‘2
A unique masterpiece book which combines information theory and machine learning:

"Information Theory, Inference, and Learning Algorithms" by Sir MacKay
πŸ†“ PDF
with 16 video lectures πŸŽ₯:
YouTube
πŸ‘1
Internally it uses a U-Net based foreground/background semantic segmentation and yields the post processed results. πŸ‘πŸ»

So, if you try it, library would download the trained model first. (takes a bit of time)
Credit: Akshay
πŸ‘1