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AI & device experiments • Context: personal Status: Prototype 2025–2026

Time-Series Prediction Prototype

A personal TensorFlow/Keras experiment using historical time-series data to predict future values.

My role

Developer — personal prototype

I prepared sliding-window data with Pandas and NumPy, experimented with sequence models and tested Mojo for rolling calculations.

Tools

TensorFlowKerasMojoPandasNumPyPython
01Pandas & NumPySliding-window data02Mojo ExperimentRolling calculations03TensorFlow / KerasSequence models04Model EvaluationForecasting experiment
Historical data windowing, Mojo rolling calculations and TensorFlow/Keras sequence experiment Forecasting experiment

Overview

The prototype explores data preparation and model evaluation for sequential prediction.

Technical details

The work involved preparing historical data for sequence prediction and exploring how preprocessing choices affect the experiment.

Outcome

The project remains a forecasting experiment.

Related skills