diff --git a/config/settings.yaml b/config/settings.yaml
index 8c01a2b..490d6c7 100644
--- a/config/settings.yaml
+++ b/config/settings.yaml
@@ -1,9 +1,9 @@
 # MODEL SETTINGS
-FEATURES: ['Gender_Male', 'Age_q2', 'Age_q4', 'CAEC_Frequently', 'CAEC_Sometimes', 'CAEC_no', 'SMOKE_yes', 'SCC_yes', 'CALC_infrequent_sklearn', 'MTRANS_Public_Transportation', 'MTRANS_Walking', 'MTRANS_infrequent_sklearn', 'IS_1', 'FCVC', 'FAF', 'TUE', 'BMI', 'BMR']
+FEATURES: ['Gender_x0_Male', 'Age_x0_q2', 'Age_x0_q4', 'CAEC_x0_Frequently', 'CAEC_x0_Sometimes', 'CAEC_x0_no', 'SMOKE_x0_yes', 'SCC_x0_yes', 'CALC_x0_infrequent_sklearn', 'MTRANS_x0_Public_Transportation', 'MTRANS_x0_Walking', 'MTRANS_x0_infrequent_sklearn', 'IS_x0_1', 'FCVC', 'FAF', 'TUE', 'BMI', 'BMR']
 MODEL_NAME: 'xgboost'
 MODEL_FLAVOR: 'xgboost'
-RUN_ID: 'ff943ce028b1479795153a8f13106894'
-EXPERIMENT_ID: '755921522963084808'
+RUN_ID: 'e7d3cea9b93b4dd18ae421c402520a2c'
+EXPERIMENT_ID: '708342276728582022'
 VERSION: '1.0'
 
 # GENERAL SETTINGS
@@ -11,6 +11,7 @@ DATA_PATH: '/media/greca/HD/GitHub/e2e-mlops-project/data/'
 RAW_FILE_NAME: 'Original_ObesityDataSet.csv'
 ARTIFACTS_PATH: '/media/greca/HD/GitHub/e2e-mlops-project/models/artifacts/'
 FEATURES_PATH: '/media/greca/HD/GitHub/e2e-mlops-project/models/features/'
+RESEARCH_ENVIRONMENT_PATH: '/media/greca/HD/GitHub/e2e-mlops-project/notebooks/' 
 TARGET_COLUMN: 'NObeyesdad'
 LOG_LEVEL: 'INFO'
 LOG_PATH: '/media/greca/HD/GitHub/e2e-mlops-project/'
\ No newline at end of file
diff --git a/src/api.py b/src/api.py
index c14d0b2..9d80be9 100644
--- a/src/api.py
+++ b/src/api.py
@@ -1,16 +1,24 @@
 import pandas as pd
+import mlflow
 from fastapi import FastAPI
 
 from .data.processing import data_processing_inference
 from .config.model import model_settings
+from .config.aws import aws_credentials
+from .config.settings import general_settings
 from .model.inference import ModelServe
 from .schema.person import Person
 
 app = FastAPI()
 
+if aws_credentials.EC2 != "YOUR_EC2_INSTANCE_URL":
+    mlflow.set_tracking_uri(f"http://{aws_credentials.EC2}:5000") 
+else:
+    mlflow.set_tracking_uri(f"http://127.0.0.1:5000")
+
 @app.get("/version")
 def check_versions():
-    with open("../notebooks/VERSION", "r", encoding="utf-8") as f:
+    with open(f"{general_settings.RESEARCH_ENVIRONMENT_PATH}/VERSION", "r", encoding="utf-8") as f:
         code_version = f.readline().strip()
 
     return {
diff --git a/src/config/settings.py b/src/config/settings.py
index 9b82b54..900eb81 100644
--- a/src/config/settings.py
+++ b/src/config/settings.py
@@ -20,6 +20,7 @@ class GeneralSettings(BaseModel):
     TARGET_COLUMN: str
     LOG_LEVEL: str
     LOG_PATH: DirectoryPath
+    RESEARCH_ENVIRONMENT_PATH: DirectoryPath
 
 general_settings = GeneralSettings(
     **read_yaml_credentials_file(