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klotz: features* + machine learning*

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1. Harmonics of Learning: A Mathematical Theory for the Rise of Fourier Features in Learning Systems Like Neural Networks

   Fourier features in learning systems like neural networks due to the downstream invariance of the learner that becomes insensitive to certain transformations, e.g., planar translation or rotation.

   2024-05-17 Tags: ucsb, fourier, features, machine learning, cnn by klotz
2. Cyclical Encoding: An Alternative to One-Hot Encoding for Time Series Features

   This article discusses cyclical encoding as an alternative to one-hot encoding for time series features in machine learning. Cyclical encoding provides the same information to the model with significantly fewer features.

   2024-05-04 Tags: machine learning, time series, features, cyclical encoding, one-hot encoding by klotz
3. Visualize Machine Learning Data in Python With Pandas

   2019-10-14 Tags: python, pandas, correlation, scatterplot, features, machine learning, tutorial by klotz
4. Machine Learning with ML.NET – Solving Real-World Classification Problem (Wine Quality) | Rubik's Code

   2018-07-02 Tags: machine learning, wine, features, tutorial by klotz
5. Extracting, transforming and selecting features - Spark 2.0.2 Documentation

   2017-02-27 Tags: spark, ml, features, machine learning by klotz
6. 4.3. Preprocessing data — scikit-learn 0.18.1 documentation

   2017-01-04 Tags: machine learning, scikit-learn, features by klotz
7. 4.2. Feature extraction — scikit-learn 0.18.1 documentation

   2017-01-04 Tags: machine learning, features, feature extraction, scikit-learn by klotz
8. machine learning - strings as features in decision tree/random forest - Data Science Stack Exchange

   2017-01-04 Tags: machine learning, decision tree, features by klotz

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