diff --git a/notebooks/kernel-metadata.json b/notebooks/kernel-metadata.json
index 3f07f9c..60adc26 100644
--- a/notebooks/kernel-metadata.json
+++ b/notebooks/kernel-metadata.json
@@ -6,6 +6,7 @@
   "kernel_type": "notebook",
   "is_private": true,
   "enable_gpu": true,
+  "machine_shape": "NvidiaTeslaT4Highmem",
   "enable_internet": true,
   "dataset_sources": ["nvandessel/floop-decisions"],
   "competition_sources": [],