Planeamento

Aulas Laboratoriais

Teams registration

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Eval 1 - (optional) classification

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E1 - Exercises

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Eval 2 - data profiling

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E2 - Exercises

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Eval 3 - data preparation

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E3 - Project support

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Eval 4 - classification

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E4 - Exercises

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Eval 5 - forecasting

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E5 - Exercises

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Eval 6 - Forecasting

Lab - Forecasting: Exponential Smoothing + MLP + ARIMA + LSTMs.

E6 - Exercises

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E6 - Project support

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Aulas Teóricas

AT1 - Data Science

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AT2 - Data Profiling

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AT3 - Data Preparation

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AT4 - Feature Engineering

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AT5 - Classification Algorithms

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AT6 - ML ops

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AT 7 - Deloitte presentation

Data science in the real world - talk by Deloitte.

AT8 - Time Series

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AT9 - Forecasting

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AT 10 - Forecasting with Neural Networks

Forecasting with neural networks: MLPs, RNNs, and LSTMs.

AT11 - Clustering and PCA

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AT12 - Anomaly detection and Pattern mining

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AT13 - Ethical concerns

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