Fix typo in asyncio documentation (#7602)

doc/source/async_api.rst

@@ -4,7 +4,7 @@ AsyncIO / Concurrency for Actors
 Since Python 3.5, it is possible to write concurrent code using the
 ``async/await`` `syntax <https://docs.python.org/3/library/asyncio.html>`__.
 Ray natively integrates with asyncio. You can use ray alongside with popular
-async frameworks like aiohttp, aioredis, etc. 
+async frameworks like aiohttp, aioredis, etc.
 
 You can try it about by running the following snippet in ``ipython`` or a shell
 that supports top level ``await``:
@@ -25,14 +25,14 @@ that supports top level ``await``:
  print("finished")
 
  actor = AsyncActor.remote()
- 
+
  # regular ray.get
  ray.get([actor.run_concurrent.remote() for _ in range(4)])
 
  # async ray.get
  await actor.run_concurrent.remote()
 
- 
+
 ObjectIDs as asyncio.Futures
 ----------------------------
 ObjectIDs can be translated to asyncio.Future. This feature
@@ -105,7 +105,7 @@ You can limit the number of concurrent task running at once using the
  await asyncio.sleep(1) # Network, I/O task here
  print("ended")
 
- actor = AsyncActor.options(max_concurreny=10).remote()
+ actor = AsyncActor.options(max_concurrency=10).remote()
 
  # Only 10 tasks will be running concurrently. Once 10 finish, the next 10 should run.
  ray.get([actor.run_task.remote() for _ in range(50)])