Speech recognition is an important field in deep learning with multiple applications. Speech is a fundamental form of human communication. Speech recognition involves converting spoken language into written text or data that could be understood by machines. Speech data refers to audio recordings of human speech, while phonemes represent the smallest units of sound that can convey a different meaning(bake, take: b,t). Spectrograms are visual representations of the acoustic properties of speech signals, i.e. captures the changes in the frequency over time.