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https://github.com/capjamesg/personal-notebooks
Notebooks for personal experiments with machine learning and computer vision.
https://github.com/capjamesg/personal-notebooks
data-analysis machine-learning notebooks
Last synced: about 1 month ago
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Notebooks for personal experiments with machine learning and computer vision.
- Host: GitHub
- URL: https://github.com/capjamesg/personal-notebooks
- Owner: capjamesg
- License: mit
- Created: 2023-05-13T07:52:16.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2023-05-21T11:00:13.000Z (over 1 year ago)
- Last Synced: 2024-12-15T07:48:54.206Z (about 1 month ago)
- Topics: data-analysis, machine-learning, notebooks
- Language: Jupyter Notebook
- Homepage:
- Size: 7.65 MB
- Stars: 0
- Watchers: 3
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Personal Notebooks 📓
Notebooks for personal experiments with machine learning and computer vision.
Notebooks in this repository may be unpolished; this is a playground for experimentation.
## Index
- [Click Forecasting with Prophet](timeseries-forecasting.ipynb)
- [Blog Text Classification with Embeddings, Regression, and Random Forests](text-classification.ipynb)
- [Object Detection with YOLOv8](yolov8.ipynb)
- [Text Clustering with Embeddings, t-SNE, K-Means, and Plotly](clustering.ipynb)
- [Category Classification with Embeddings and XGBoost](xgboost.ipynb)
- [Collaborative Filtering for Bluesky Feeds](collaborative-filtering.ipynb)
- [Computer Vision Model Drift, Bounding Box Heatmap](drift.ipynb)
- [Find Image Outliers with Isolation Forests](image_outliers.ipynb)
- [Parliamentary Bill Analysis with Embeddings](parliamentary-bills.ipynb)
## General Utilities
- [ImageBind notebook turned into a Python script](utils/imagebindir.py)
- [CLIP image search as a Python script](utils/clipir.py)
## License
This project is licensed under an [MIT license](LICENSE).
## Contributors
- capjamesg