Reductionism means attempting to derive the properties of a bigger, more complex system from the properties of its constituent simpler parts.
For example, the subject of thermodynamics deals with bulk systems in terms of macroscopic quantities like temperature, pressure, internal energy, entropy etc. The later development of kinetic theory and statistical mechanics interpreted these quantities in terms of the properties of the molecular constituents of the bulk system. For example, temperature of the bulk system was related to the average kinetic energy of the molecules of the system.
Basically there are two parts of physics:
Classical Physics: Classical Physics deals with mainly with macroscopic phenomena and includes subjects like Mechanics, Electrodynamics, Optics and Thermodynamics.
Quantum Physics: Quantum Physics is the part of physics which is used to explain the microscopic phenomena, like constitution and structure of matter at the minute scales of atoms and nuclei, and their interaction with different probes such as electrons, photons and other elementary particles.