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 “Open in Colab” extention in your browser to execute online.

Python Decorator
here are some examples I used for training.

@scientific_programming

A unique masterpiece book which combines information theory and machine learning:

"Information Theory, Inference, and Learning Algorithms" by Sir MacKay
🆓 PDF
with 16 video lectures 🎥:
YouTube

Internally it uses a U-Net based foreground/background semantic segmentation and yields the post processed results. 👍🏻

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

How to extract attached subtitle from movie and translate it to any target language?

use command:

ffmpeg -hide_banner -i Movie.mkv -map 0:s:0 subs.srt

to extract the attached subtitle.
then upload one or bunch of subtitles to

https://www.syedgakbar.com/projects/dst

and select target language. Finally store translated str files.
Done!

ChatGPT 4 Free access
Thread.

"Information Theory: From Coding to Learning"

coming out soon: 600+ pages with 150+ exercises
by Y. Polyanskiy and Y. Wu
Cambridge University Press

https://people.lids.mit.edu/yp/homepage/papers.html
book draft

Access to chatgpt4 (for free) with internet access, which produce no fake citation through
www.perplexity.ai

Here I asked what do you know about modeling Alzheimer disease?
Linkes inside the answer works correctly.

Have fun using AI. 👍

High-Performance Computing with Python

The course covers the following topics:
- Vectorization with NumPy and the SciPy stack
- Profiling python code
- Extending python with cython, cffi and f2py
- Just-in-time compilation with numba
- Distributed-memory parallel programming with python
- Interfaces to GPUs

GitHub

Video 1
Video 2
Video 3

A Collection of 25 Awesome Python Scripts (mini projects)
#Python

Announcing "Lineax" - newest #JAX library! For fast linear solves and least squares.

GitHub: github.com/google/lineax

* Fast compile time
* Fast runtime
* Efficient new algorithms (e.g. QR) + existing ones (GMRES, LU, SVD, ...)
* Support for general linear operators🔥

Link to the Videos of the course added.

The courses of high performance computation from CSCS are highly recommended.

YouTube

plt.rc is a Matplotlib function that can be used to modify the runtime configuration (rc) settings of a plot. The rc settings control the defaults of almost every property in Matplotlib, such as figure size and DPI, line width, font size, and color

link

#snippet
Kuramoto order parameter (KOP)
extract phase from given time series using hilbert transform and calculate the KOP.

Elicit.org
The AI Research Assistant