A filesystem is a way that an operating system organizes files on a disk. These filesystems come in many different flavors depending on your specific needs. For Windows, you have the NTFS, FAT, FAT16, ...
A file system stores and organizes data. It can be thought of as a type of index for all the data contained in a storage device. In addition to SSDs and HDDs, file systems are used for optical disks, ...