Top 5 Examples on GitHub You Should Know About
by Johanna Pingel
Did you know MATLAB has a GitHub page ? I went to see the site for myself, and it now has over 200 repositories, and quite a few deep learning-related projects.
Below are 5 deep learning examples you may not know existed or perhaps haven’t gotten around to trying yet.
- UNPIC, a new explainer app
UNPIC is an app which can be used to:
- Calculate network accuracy and the prediction scores of an image.
- Investigate network predictions and misclassifications with occlusion sensitivity, Grad-CAM, and gradient attribution.
- Visualize activations, maximally activating images, and deep dream.
- Compute and examine the t-SNE plot to better understand network misclassifications.
2. Yolo V4
Apparently we’re up to version 4 for Yolo now, and you don’t have to wait for a specific release to utilize the latest version! GitHub Repos are updated whenever a new model available.>> Link to Repo
3. Human Pose Estimation
This demo uses a deep neural network to perform 3D pose estimation. It’s a pretty popular example, and the GIF makes this look pretty cool. Check it out and let me know what you think.
4. Transformer Models
I’d been searching for a good example to understand more about GPT-2, but couldn’t find it right away. I’m happy to report it’s easy to find with a simple “Transformer” search!! This includes both a BERT example and GPT-2
5. Anomaly Detection using Autoencoders
This example runs through a full example of using predictive maintenance for Anomaly detection: Extract features and detect anomalies in industrial machinery vibration data using a biLSTM Autoencoder >> Link to Repo
Other contenders that didn’t quite make the top 5:
#6 Mask detection — This is still a popular example that was highlighted as blog post last year: Code is , Blog Post is .
#7 Reinforcement Learning for Finance — This was released as an example almost 2 years ago, but remains popular. If you are into RL for Finance, you should definitely check this out: https://github.com/matlab-deep-learning/reinforcement_learning_financial_trading
See all of the deep learning repositories on MATLAB’s Github Page, and leave a comment for other examples you like or would you’d like to see in the future.
Originally published at https://blogs.mathworks.com on September 16, 2021.