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The Hyperspace is not Always Euclidean: UPDATED - Study of f1 Score with Sklearn Metrics - Part V (Colab)
Study of f1 Score with Sklearn Metrics in Curved Surfaces. Non Euclidean Geometry.
Alejandro Romero
16 Şub 20241 dakikada okunur
1 görüntüleme
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prior_to_MGMv4_1_BETA_30_11_2023.ipynb - New Features for Data Analysis of Stock Prices with Sklearn
Data analysis with Sklearn for stock prices, new features for the new approach.
Alejandro Romero
9 Oca 20241 dakikada okunur
1 görüntüleme
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Data is Nor 2D Neither 3D but 4D... or Higher
Data is not 2D, 3D or 4D, it is more complicated and difficult to visualize
Alejandro Romero
9 Eki 20232 dakikada okunur
3 görüntüleme
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The Hyperspace is not Always Euclidean: f1 Score in Positive Curvature Fits Best Data - Part IV
F1 score get a boost of up to 79% for the most important class in a support vector machines classification problem. Positive curvature of no
Alejandro Romero
2 Eyl 20232 dakikada okunur
2 görüntüleme
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The Hyperspace is not Always Euclidean: Study of f1 Scores with Sklearn Metrics - Part II
In part I it was explained that a first sight at the f1 scores -considering features as in a classic 3D space against a non-euclidean one- g
Alejandro Romero
31 Tem 20232 dakikada okunur
4 görüntüleme
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The Hyperspace is not Always Euclidean: Study of f1 Score with Sklearn Metrics - Part III (Colab)
The Hyperspace is not Always Euclidean: Study of f1 Score with Sklearn Metrics, Grid Search - Part III (Google Colab)
Alejandro Romero
31 Tem 20231 dakikada okunur
1 görüntüleme
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The Hyperspace is not Always Euclidean: Study of f1 Score with Sklearn Metrics - Part I
...this sparse matrix that contains all classes with the most influence, is compared against the 'y_true' that needs also to be...
Alejandro Romero
2 May 20233 dakikada okunur
6 görüntüleme
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MGM Predicted vs Real Quotations (Google Colab): F1 Scores/Confusion Matrix Using Sklearn
Each frequency bin is treated as coordinate feature, then, the hyperplane has as many dimensions as classes are.
Alejandro Romero
1 May 20231 dakikada okunur
2 görüntüleme
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The Accuracy of Splines Overtime - 3D Time-Series Approach Part III: Mastering The Math Matters
In the prior post it was proven that, as a stochastic variable, a stock quote is impossible to be predicted using regression. It is based on
Alejandro Romero
18 Mar 20233 dakikada okunur
1 görüntüleme
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The Accuracy of Splines Overtime - 3D Time-Series Approach Part II: The Regression Problem
The two graphs above use a PolynomialFeatures() transformer while the two below use a SplineTransformer() instance, both followed by a Stand
Alejandro Romero
1 Mar 20232 dakikada okunur
4 görüntüleme
0 yorum
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