diff --git a/replicate/prediction.py b/replicate/prediction.py
index 7edddc70..1d5df1a6 100644
--- a/replicate/prediction.py
+++ b/replicate/prediction.py
@@ -59,15 +59,21 @@ def create(
         self,
         version: Version,
         input: Dict[str, Any],
+        webhook: Optional[str] = None,
         webhook_completed: Optional[str] = None,
+        webhook_events_filter: Optional[List[str]] = None,
     ) -> Prediction:
         input = encode_json(input, upload_file=upload_file)
         body = {
             "version": version.id,
             "input": input,
         }
+        if webhook is not None:
+            body["webhook"] = webhook
         if webhook_completed is not None:
             body["webhook_completed"] = webhook_completed
+        if webhook_events_filter is not None:
+            body["webhook_events_filter"] = webhook_events_filter
 
         resp = self._client._request(
             "POST",
diff --git a/tests/test_prediction.py b/tests/test_prediction.py
index bfe8a3ec..bbfecb9d 100644
--- a/tests/test_prediction.py
+++ b/tests/test_prediction.py
@@ -1,10 +1,56 @@
-import replicate
 import responses
 from responses import matchers
 
+import replicate
+
 from .factories import create_client, create_version
 
 
+@responses.activate
+def test_create_works_with_webhooks():
+    client = create_client()
+    version = create_version(client)
+
+    rsp = responses.post(
+        "https://api.replicate.com/v1/predictions",
+        match=[
+            matchers.json_params_matcher(
+                {
+                    "version": "v1",
+                    "input": {"text": "world"},
+                    "webhook": "https://example.com/webhook",
+                    "webhook_events_filter": ["completed"],
+                }
+            ),
+        ],
+        json={
+            "id": "p1",
+            "version": "v1",
+            "urls": {
+                "get": "https://api.replicate.com/v1/predictions/p1",
+                "cancel": "https://api.replicate.com/v1/predictions/p1/cancel",
+            },
+            "created_at": "2022-04-26T20:00:40.658234Z",
+            "completed_at": "2022-04-26T20:02:27.648305Z",
+            "source": "api",
+            "status": "processing",
+            "input": {"text": "world"},
+            "output": None,
+            "error": None,
+            "logs": "",
+        },
+    )
+
+    prediction = client.predictions.create(
+        version=version,
+        input={"text": "world"},
+        webhook="https://example.com/webhook",
+        webhook_events_filter=["completed"],
+    )
+
+    assert rsp.call_count == 1
+
+
 @responses.activate
 def test_cancel():
     client = create_client()