Error resilient high speed robust data communication is the primary need in the age of big data and Internet-of-things (IoT), where multiple connected devices exchange huge amount of information. Different multi-bit error detecting and correcting codes are used for error mitigation in the high speed data communication though it introduces delay and their decoding structures are quite complex. Here we have discussed the implementation of single bit error correcting Bose, Chaudhuri, Hocquenghem (BCH) code with simple decoding structure on a state-of-the art ReRAM based in-memory computing platform. ReRAM devices offer low leakage power, high endurance and non-volatile storage capabilities, coupled with stateful logic operations. The proposed lightweight library presents the mapping for generation of elements on Galois field (GF) for computation of BCH code, along with encoding and decoding operations on input data stream using BCH code. We have verified the results for BCH code with different dimensions using SPICE simulation. For (15,11) BCH code, the number of clock cycles required for element generation, decoding and encoding of BCH code are 103, 230 and 251 respectively, which demonstrates the efficacy of the mapping.