A dictionary in Python is an unordered, mutable collection of key-value pairs, where keys are unique and immutable while values can be changed. Various methods for creating and initializing dictionaries are discussed, including using braces, the dict() function, and the fromkeys() method. The document also covers accessing elements, traversing dictionaries, and methods for manipulating them, such as adding, updating, and deleting items.