diff --git a/botocore/data/machinelearning/2014-12-12/waiters-2.json b/botocore/data/machinelearning/2014-12-12/waiters-2.json
new file mode 100644
index 0000000000..3ec9a64e8a
--- /dev/null
+++ b/botocore/data/machinelearning/2014-12-12/waiters-2.json
@@ -0,0 +1,105 @@
+{
+  "version": 2,
+  "waiters": {
+    "DataSourceAvailable": {
+      "delay": 30,
+      "operation": "DescribeDataSources",
+      "maxAttempts": 60,
+      "acceptors": [
+        {
+          "expected": "COMPLETED",
+          "matcher": "pathAll",
+          "state": "success",
+          "argument": "Results[].Status"
+        },
+        {
+          "expected": "FAILED",
+          "matcher": "pathAny",
+          "state": "success",
+          "argument": "Results[].Status"
+        },
+        {
+          "expected": "INPROGRESS",
+          "matcher": "pathAny",
+          "state": "retry",
+          "argument": "Results[].Status"
+        }
+      ]
+    },
+    "MLModelAvailable": {
+      "delay": 30,
+      "operation": "DescribeMLModels",
+      "maxAttempts": 60,
+      "acceptors": [
+        {
+          "expected": "COMPLETED",
+          "matcher": "pathAll",
+          "state": "success",
+          "argument": "Results[].Status"
+        },
+        {
+          "expected": "FAILED",
+          "matcher": "pathAny",
+          "state": "success",
+          "argument": "Results[].Status"
+        },
+        {
+          "expected": "INPROGRESS",
+          "matcher": "pathAny",
+          "state": "retry",
+          "argument": "Results[].Status"
+        }
+      ]
+    },
+    "EvaluationAvailable": {
+      "delay": 30,
+      "operation": "DescribeEvaluations",
+      "maxAttempts": 60,
+      "acceptors": [
+        {
+          "expected": "COMPLETED",
+          "matcher": "pathAll",
+          "state": "success",
+          "argument": "Results[].Status"
+        },
+        {
+          "expected": "FAILED",
+          "matcher": "pathAny",
+          "state": "success",
+          "argument": "Results[].Status"
+        },
+        {
+          "expected": "INPROGRESS",
+          "matcher": "pathAny",
+          "state": "retry",
+          "argument": "Results[].Status"
+        }
+      ]
+    },
+    "BatchPredictionAvailable": {
+      "delay": 30,
+      "operation": "DescribeBatchPredictions",
+      "maxAttempts": 60,
+      "acceptors": [
+        {
+          "expected": "COMPLETED",
+          "matcher": "pathAll",
+          "state": "success",
+          "argument": "Results[].Status"
+        },
+        {
+          "expected": "FAILED",
+          "matcher": "pathAny",
+          "state": "success",
+          "argument": "Results[].Status"
+        },
+        {
+          "expected": "INPROGRESS",
+          "matcher": "pathAny",
+          "state": "retry",
+          "argument": "Results[].Status"
+        }
+      ]
+    }
+  }
+}