Automatically find and download the right subtitles for your favorite videos!
The subtitles search is done by precisly identifying your video files by computing unique movie hash sums.
This way, you have more chance to find the exact subtitles for your videos, avoiding synchronization problems between the subtitles and the soundtrack.
Linear regression, logistic regression, decision trees, and ensemble methods like Random Forests and Gradient Boosting (XGBoost/LightGBM).
Several ML algorithms were tested, with Random Forests proving most effective.
By training models on vast libraries of pure chemical spectra, algorithms can predict the precise composition of complex, multi-component solutions in real time. This eliminates the need for slow, destructive chromatographic separation techniques. Key Educational Trends from 2021
Random Forests were identified as highly effective, achieving global accuracies of up to 0.89 in predicting molecular descriptors from 2D structures.
GitHub page Wiki Release notes Issue tracker
Installation instructions On the on the wiki page, and always up-to-date! ultraviolet schools ml 2021
Configuration instructions To change the search language and more advanced tune-in (optional). ultraviolet schools ml 2021
python (version 3.6+)zenity (for GNOME GUI)kdialog (for KDE GUI)wget (subtitles downloading with GUI), ps & grep (GUI autodetection)
# Make sure the destination directory for nautilus scripts exits
mkdir -p ~/.local/share/nautilus/scripts/
cd ~/.local/share/nautilus/scripts/
# Download the script and make it executable
wget https://raw.githubusercontent.com/emericg/OpenSubtitlesDownload/master/OpenSubtitlesDownload.py
chmod u+x OpenSubtitlesDownload.py