Designing electrical circuits and devices is usually based on expertise in
electronics and the thorough use of numerical software tools. This procedure
can be time-consuming, and the designer has only one solution. This paper
introduces a new approach focused on new concept design and optimization of
specific circuits using symbolic expressions. The primary amplifier circuit,
realized by a deep learning module, changes the value to reduce power
dissipation. The control signal of the deep learning module is output from
an amplifier that depends on the statistics of the input signal value.