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MilesCranmer
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Parent(s):
ea010a7
Update todos
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README.md
CHANGED
@@ -194,9 +194,7 @@ pd.DataFrame, Results dataframe, giving complexity, MSE, and equations
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# TODO
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- [ ] Why don't the constants continually change? It should optimize them every time the equation appears.
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- [ ] Add ability to save state from python
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- [ ] Add several common unary and binary operators; list these.
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- [ ] Calculate feature importances of future mutations, by looking at correlation between residual of model, and the features.
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- Store feature importances of future, and periodically update it.
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- [ ] Implement more parts of the original Eureqa algorithms: https://www.creativemachineslab.com/eureqa.html
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@@ -210,6 +208,9 @@ pd.DataFrame, Results dataframe, giving complexity, MSE, and equations
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- Current most expensive operations:
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- [ ] Calculating the loss function - there is duplicate calculations happening.
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- [x] Declaration of the weights array every iteration
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- [x] Try other initial conditions for optimizer
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- [x] Make scaling of changes to constant a hyperparameter
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- [x] Make deletion op join deleted subtree to parent
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# TODO
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196 |
|
|
|
197 |
- [ ] Add ability to save state from python
|
|
|
198 |
- [ ] Calculate feature importances of future mutations, by looking at correlation between residual of model, and the features.
|
199 |
- Store feature importances of future, and periodically update it.
|
200 |
- [ ] Implement more parts of the original Eureqa algorithms: https://www.creativemachineslab.com/eureqa.html
|
|
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- Current most expensive operations:
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- [ ] Calculating the loss function - there is duplicate calculations happening.
|
210 |
- [x] Declaration of the weights array every iteration
|
211 |
+
- [x] Why don't the constants continually change? It should optimize them every time the equation appears.
|
212 |
+
- Restart the optimizer to help with this.
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213 |
+
- [x] Add several common unary and binary operators; list these.
|
214 |
- [x] Try other initial conditions for optimizer
|
215 |
- [x] Make scaling of changes to constant a hyperparameter
|
216 |
- [x] Make deletion op join deleted subtree to parent
|