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NN_for_predicting-continuous-values

There is a regression task with multiple continuous outputs.

The task has been solved with 3 approaches: CNN with using the data generators, Sequential DNN model and Multiple output model with functional keras API.

The problem formalization and the first approach are here https://github.com/NataliiaMatsiuk/NN-for-predicting-continuous-values/blob/main/Problem_formalization_and_CNN_based_solution.ipynb

The output is in the csv-file https://github.com/NataliiaMatsiuk/NN-for-predicting-continuous-values/blob/main/output_CNN.csv

The second approach (Sequential DNN model) is here https://github.com/NataliiaMatsiuk/NN-for-predicting-continuous-values/blob/main/Sequential_model.ipynb

The output is in the csv-file https://github.com/NataliiaMatsiuk/NN-for-predicting-continuous-values/blob/main/output_Sequential_model.csv

The third approach (Multiple output model with functional keras API) is here https://github.com/NataliiaMatsiuk/NN-for-predicting-continuous-values/blob/main/Multioutput_model_Functional_API.ipynb

The output is in the csv-file https://github.com/NataliiaMatsiuk/NN-for-predicting-continuous-values/blob/main/output_multioutput_func_model.csv

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CNN which predicts 3 continuous outputs sequentially

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