Huffman Coding is a lossless data compression algorithm that assigns variable-length codes to input characters, with shorter codes assigned to more frequent characters, optimizing the overall storage space. It is widely used in compression formats like JPEG and MP3 due to its efficient encoding and decoding processes based on frequency analysis and binary trees.