diff --git a/ultralytics/yolo/utils/configs/__init__.py b/ultralytics/yolo/utils/configs/__init__.py
index d06463b..44cb09f 100644
--- a/ultralytics/yolo/utils/configs/__init__.py
+++ b/ultralytics/yolo/utils/configs/__init__.py
@@ -3,6 +3,8 @@ from typing import Dict, Union
 
 from omegaconf import DictConfig, OmegaConf
 
+from ultralytics.yolo.utils.configs.hydra_patch import check_config_mismatch
+
 
 def get_config(config: Union[str, DictConfig], overrides: Union[str, Dict] = {}):
     """
@@ -20,4 +22,6 @@ def get_config(config: Union[str, DictConfig], overrides: Union[str, Dict] = {})
     elif isinstance(overrides, Dict):
         overrides = OmegaConf.create(overrides)
 
+    check_config_mismatch(dict(overrides).keys(), dict(config).keys())
+
     return OmegaConf.merge(config, overrides)
diff --git a/ultralytics/yolo/utils/configs/hydra_patch.py b/ultralytics/yolo/utils/configs/hydra_patch.py
new file mode 100644
index 0000000..d381697
--- /dev/null
+++ b/ultralytics/yolo/utils/configs/hydra_patch.py
@@ -0,0 +1,79 @@
+import sys
+from difflib import get_close_matches
+from textwrap import dedent
+
+import hydra
+from hydra.errors import ConfigCompositionException
+from omegaconf import OmegaConf, open_dict
+from omegaconf.errors import ConfigAttributeError, ConfigKeyError, OmegaConfBaseException
+
+from ultralytics.yolo.utils import LOGGER, colorstr
+
+
+def override_config(overrides, cfg):
+    override_keys = [override.key_or_group for override in overrides]
+    check_config_mismatch(override_keys, cfg.keys())
+    for override in overrides:
+        if override.package is not None:
+            raise ConfigCompositionException(f"Override {override.input_line} looks like a config group"
+                                             f" override, but config group '{override.key_or_group}' does not"
+                                             " exist.")
+
+        key = override.key_or_group
+        value = override.value()
+        try:
+            if override.is_delete():
+                config_val = OmegaConf.select(cfg, key, throw_on_missing=False)
+                if config_val is None:
+                    raise ConfigCompositionException(f"Could not delete from config. '{override.key_or_group}'"
+                                                     " does not exist.")
+                elif value is not None and value != config_val:
+                    raise ConfigCompositionException("Could not delete from config. The value of"
+                                                     f" '{override.key_or_group}' is {config_val} and not"
+                                                     f" {value}.")
+
+                last_dot = key.rfind(".")
+                with open_dict(cfg):
+                    if last_dot == -1:
+                        del cfg[key]
+                    else:
+                        node = OmegaConf.select(cfg, key[0:last_dot])
+                        del node[key[last_dot + 1:]]
+
+            elif override.is_add():
+                if OmegaConf.select(cfg, key, throw_on_missing=False) is None or isinstance(value, (dict, list)):
+                    OmegaConf.update(cfg, key, value, merge=True, force_add=True)
+                else:
+                    assert override.input_line is not None
+                    raise ConfigCompositionException(
+                        dedent(f"""\
+                    Could not append to config. An item is already at '{override.key_or_group}'.
+                    Either remove + prefix: '{override.input_line[1:]}'
+                    Or add a second + to add or override '{override.key_or_group}': '+{override.input_line}'
+                    """))
+            elif override.is_force_add():
+                OmegaConf.update(cfg, key, value, merge=True, force_add=True)
+            else:
+                try:
+                    OmegaConf.update(cfg, key, value, merge=True)
+                except (ConfigAttributeError, ConfigKeyError) as ex:
+                    raise ConfigCompositionException(f"Could not override '{override.key_or_group}'."
+                                                     f"\nTo append to your config use +{override.input_line}") from ex
+        except OmegaConfBaseException as ex:
+            raise ConfigCompositionException(f"Error merging override {override.input_line}").with_traceback(
+                sys.exc_info()[2]) from ex
+
+
+def check_config_mismatch(overrides, cfg):
+    mismatched = []
+    for option in overrides:
+        if option not in cfg and 'hydra.' not in option:
+            mismatched.append(option)
+
+    for option in mismatched:
+        LOGGER.info(f"{colorstr(option)} is not a valid key. Similar keys: {get_close_matches(option, cfg, 3, 0.6)}")
+    if mismatched:
+        exit()
+
+
+hydra._internal.config_loader_impl.ConfigLoaderImpl._apply_overrides_to_config = override_config
diff --git a/ultralytics/yolo/v8/__init__.py b/ultralytics/yolo/v8/__init__.py
index cec773e..97834a1 100644
--- a/ultralytics/yolo/v8/__init__.py
+++ b/ultralytics/yolo/v8/__init__.py
@@ -5,3 +5,6 @@ from ultralytics.yolo.v8 import classify, detect, segment
 ROOT = Path(__file__).parents[0]  # yolov8 ROOT
 
 __all__ = ["classify", "segment", "detect"]
+
+# Patch hydra cli
+from ultralytics.yolo.utils.configs import hydra_patch