Solve the programming task below in a Python markdown code block.
Implement a function that adds two numbers together and returns their sum in binary. The conversion can be done before, or after the addition.

The binary number returned should be a string.
Also feel free to reuse/extend the following starter code:
```python
def add_binary(a,b):
```