Lossless and lossy compression are the two main types of data compression. Lossless compression reduces file size by encoding information using fewer bits without any loss of quality, while lossy compression removes unnecessary information and redundant data, resulting in smaller file sizes but potential loss of quality when restoring files. Compression works by reducing the number of bits needed to store or transmit data, producing a smaller compressed file without modifying the original file.