Abstract: Highlights•The QuantumLeap system consists of an encoder.•Transforming a partitioned financial time series into a sequence of density matrices.•The deep quantum network that predicts the density matrix at a later time.•The hybrid deep network allowing for parallelisation of the learning process.•The classical network is a learnable apparatus that infers from output density matrix.
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