diff --git a/data_factory/dataset/diabetesCSV.json b/data_factory/dataset/diabetesCSV.json
new file mode 100644
index 00000000..5e511221
--- /dev/null
+++ b/data_factory/dataset/diabetesCSV.json
@@ -0,0 +1,68 @@
+{
+	"name": "diabetesCSV",
+	"properties": {
+		"linkedServiceName": {
+			"referenceName": "inputblob",
+			"type": "LinkedServiceReference"
+		},
+		"annotations": [],
+		"type": "DelimitedText",
+		"typeProperties": {
+			"location": {
+				"type": "AzureBlobStorageLocation",
+				"fileName": "diabetes.csv",
+				"container": "datainput"
+			},
+			"columnDelimiter": ",",
+			"escapeChar": "\\",
+			"firstRowAsHeader": true,
+			"quoteChar": "\""
+		},
+		"schema": [
+			{
+				"name": "AGE",
+				"type": "String"
+			},
+			{
+				"name": "SEX",
+				"type": "String"
+			},
+			{
+				"name": "BMI",
+				"type": "String"
+			},
+			{
+				"name": "BP",
+				"type": "String"
+			},
+			{
+				"name": "S1",
+				"type": "String"
+			},
+			{
+				"name": "S2",
+				"type": "String"
+			},
+			{
+				"name": "S3",
+				"type": "String"
+			},
+			{
+				"name": "S4",
+				"type": "String"
+			},
+			{
+				"name": "S5",
+				"type": "String"
+			},
+			{
+				"name": "S6",
+				"type": "String"
+			},
+			{
+				"name": "Y",
+				"type": "String"
+			}
+		]
+	}
+}
\ No newline at end of file
diff --git a/data_factory/linkedService/inputblob.json b/data_factory/linkedService/inputblob.json
new file mode 100644
index 00000000..7c92d260
--- /dev/null
+++ b/data_factory/linkedService/inputblob.json
@@ -0,0 +1,12 @@
+{
+	"name": "inputblob",
+	"type": "Microsoft.DataFactory/factories/linkedservices",
+	"properties": {
+		"annotations": [],
+		"type": "AzureBlobStorage",
+		"typeProperties": {
+			"connectionString": "DefaultEndpointsProtocol=https;AccountName=brumlopsamlsa;EndpointSuffix=core.windows.net;",
+			"encryptedCredential": "ew0KICAiVmVyc2lvbiI6ICIyMDE3LTExLTMwIiwNCiAgIlByb3RlY3Rpb25Nb2RlIjogIktleSIsDQogICJTZWNyZXRDb250ZW50VHlwZSI6ICJQbGFpbnRleHQiLA0KICAiQ3JlZGVudGlhbElkIjogIkRGLU1MT1BTX2ViYWQwYzRhLTZlOTktNDk1OC1iMTE0LTkzOGVkNGY5ZDliMSINCn0="
+		}
+	}
+}
\ No newline at end of file
diff --git a/data_factory/pipeline/data to mlops.json b/data_factory/pipeline/data to mlops.json
new file mode 100644
index 00000000..6916b655
--- /dev/null
+++ b/data_factory/pipeline/data to mlops.json	
@@ -0,0 +1,57 @@
+{
+	"name": "data to mlops",
+	"properties": {
+		"activities": [
+			{
+				"name": "data to ml model",
+				"type": "Copy",
+				"dependsOn": [],
+				"policy": {
+					"timeout": "7.00:00:00",
+					"retry": 0,
+					"retryIntervalInSeconds": 30,
+					"secureOutput": false,
+					"secureInput": false
+				},
+				"userProperties": [],
+				"typeProperties": {
+					"source": {
+						"type": "DelimitedTextSource",
+						"storeSettings": {
+							"type": "AzureBlobStorageReadSettings",
+							"recursive": true
+						},
+						"formatSettings": {
+							"type": "DelimitedTextReadSettings"
+						}
+					},
+					"sink": {
+						"type": "DelimitedTextSink",
+						"storeSettings": {
+							"type": "AzureBlobStorageWriteSettings"
+						},
+						"formatSettings": {
+							"type": "DelimitedTextWriteSettings",
+							"quoteAllText": true,
+							"fileExtension": ".txt"
+						}
+					},
+					"enableStaging": false
+				},
+				"inputs": [
+					{
+						"referenceName": "diabetesCSV",
+						"type": "DatasetReference"
+					}
+				],
+				"outputs": [
+					{
+						"referenceName": "diabetesCSV",
+						"type": "DatasetReference"
+					}
+				]
+			}
+		],
+		"annotations": []
+	}
+}
\ No newline at end of file
diff --git a/data_factory/temp.txt b/data_factory/temp.txt
new file mode 100644
index 00000000..e69de29b
diff --git a/data_factory/templates/data_to_mlops/data_to_mlops.json b/data_factory/templates/data_to_mlops/data_to_mlops.json
new file mode 100644
index 00000000..5f9f81fa
--- /dev/null
+++ b/data_factory/templates/data_to_mlops/data_to_mlops.json
@@ -0,0 +1,151 @@
+{
+	"$schema": "http://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
+	"contentVersion": "1.0.0.0",
+	"parameters": {
+		"factoryName": {
+			"type": "string",
+			"metadata": "Data Factory name"
+		},
+		"inputblob": {
+			"type": "string"
+		}
+	},
+	"variables": {
+		"factoryId": "[concat('Microsoft.DataFactory/factories/', parameters('factoryName'))]"
+	},
+	"resources": [
+		{
+			"name": "[concat(parameters('factoryName'), '/data to mlops')]",
+			"type": "Microsoft.DataFactory/factories/pipelines",
+			"apiVersion": "2018-06-01",
+			"properties": {
+				"activities": [
+					{
+						"name": "data to ml model",
+						"type": "Copy",
+						"dependsOn": [],
+						"policy": {
+							"timeout": "7.00:00:00",
+							"retry": 0,
+							"retryIntervalInSeconds": 30,
+							"secureOutput": false,
+							"secureInput": false
+						},
+						"userProperties": [],
+						"typeProperties": {
+							"source": {
+								"type": "DelimitedTextSource",
+								"storeSettings": {
+									"type": "AzureBlobStorageReadSettings",
+									"recursive": true
+								},
+								"formatSettings": {
+									"type": "DelimitedTextReadSettings"
+								}
+							},
+							"sink": {
+								"type": "DelimitedTextSink",
+								"storeSettings": {
+									"type": "AzureBlobStorageWriteSettings"
+								},
+								"formatSettings": {
+									"type": "DelimitedTextWriteSettings",
+									"quoteAllText": true,
+									"fileExtension": ".txt"
+								}
+							},
+							"enableStaging": false
+						},
+						"inputs": [
+							{
+								"referenceName": "diabetesCSV",
+								"type": "DatasetReference"
+							}
+						],
+						"outputs": [
+							{
+								"referenceName": "diabetesCSV",
+								"type": "DatasetReference"
+							}
+						]
+					}
+				],
+				"annotations": []
+			},
+			"dependsOn": [
+				"[concat(variables('factoryId'), '/datasets/diabetesCSV')]"
+			]
+		},
+		{
+			"name": "[concat(parameters('factoryName'), '/diabetesCSV')]",
+			"type": "Microsoft.DataFactory/factories/datasets",
+			"apiVersion": "2018-06-01",
+			"properties": {
+				"linkedServiceName": {
+					"referenceName": "[parameters('inputblob')]",
+					"type": "LinkedServiceReference"
+				},
+				"annotations": [],
+				"type": "DelimitedText",
+				"typeProperties": {
+					"location": {
+						"type": "AzureBlobStorageLocation",
+						"fileName": "diabetes.csv",
+						"container": "datainput"
+					},
+					"columnDelimiter": ",",
+					"escapeChar": "\\",
+					"firstRowAsHeader": true,
+					"quoteChar": "\""
+				},
+				"schema": [
+					{
+						"name": "AGE",
+						"type": "String"
+					},
+					{
+						"name": "SEX",
+						"type": "String"
+					},
+					{
+						"name": "BMI",
+						"type": "String"
+					},
+					{
+						"name": "BP",
+						"type": "String"
+					},
+					{
+						"name": "S1",
+						"type": "String"
+					},
+					{
+						"name": "S2",
+						"type": "String"
+					},
+					{
+						"name": "S3",
+						"type": "String"
+					},
+					{
+						"name": "S4",
+						"type": "String"
+					},
+					{
+						"name": "S5",
+						"type": "String"
+					},
+					{
+						"name": "S6",
+						"type": "String"
+					},
+					{
+						"name": "Y",
+						"type": "String"
+					}
+				]
+			},
+			"dependsOn": []
+		}
+	]
+}
\ No newline at end of file
diff --git a/data_factory/templates/data_to_mlops/manifest.json b/data_factory/templates/data_to_mlops/manifest.json
new file mode 100644
index 00000000..b845b734
--- /dev/null
+++ b/data_factory/templates/data_to_mlops/manifest.json
@@ -0,0 +1,21 @@
+{
+	"name": "data_to_mlops",
+	"image": "<svg width=\"400px\" height=\"240px\" viewBox=\"0 0 400 240\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><g transform=\"matrix(1, 0, 0, 1, 0, 0)\" clip-path=\"url(#mainClip50900)\"><g transform=\"matrix(0.7632922163449566, 0, 0, 0.7632922163449566, 469.0605062615972, 134.95703957683688)\"><g transform=\"matrix(1, 0, 0, 1, -454, -67)\"><g transform=\"matrix(1, 0, 0, 1, 0, 0)\"><g transform=\"matrix(1, 0, 0, 1, 0, 0)\"><path d=\"M 2,0 L 191,0 C 191.89543050033842,0 193,1.1045694996615871 193,2 L 193,91.80913899932317 C 193,92.70456949966157 191.89543050033842,93.80913899932317 191,93.80913899932317 L 2,93.80913899932317 C 1.1045694996615871,93.80913899932317 0,92.70456949966157 0,91.80913899932317 L 0,2 C 0,1.1045694996615871 1.1045694996615871,0 2,0 z\" fill=\"transparent\" stroke=\"none\" transform=\"matrix(1, 0, 0, 1, 0.5, 0.5)\"/><path d=\"M 2,0 L 191,0 C 191.89543050033842,0 193,1.1045694996615871 193,2 L 193,91.80913899932317 C 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y=\"10.506005859375001\" style=\"font: 12px Segoe UI\" text-anchor=\"start\" fill=\"#515151\" stroke=\"none\" transform=\"matrix(1, 0, 0, 1, 5, 6.5)\">Copy data</text></g><g transform=\"matrix(1, 0, 0, 1, 173, 4.5)\"><path d=\"M 8,16 C 12.4183,16 16,12.4183 16,8 C 16,3.58172 12.4183,0 8,0 C 3.58172,0 0,3.58172 0,8 C 0,12.4183 3.58172,16 8,16 z\" fill=\"#57A300\" stroke=\"none\" transform=\"matrix(1, 0, 0, 1, 0, 0)\"/><path d=\"M 3.55311,8.29107 C 3.47911,8.21207 3.44111,8.10807 3.44511,8.00007 C 3.44911,7.89107 3.49511,7.79107 3.57511,7.71607 L 4.41011,6.94407 C 4.48611,6.87507 4.58311,6.83707 4.68411,6.83707 C 4.79611,6.83707 4.90411,6.88407 4.98011,6.96607 L 7.11611,9.25807 L 10.9231,4.38307 C 11.0001,4.28407 11.1161,4.22607 11.2421,4.22607 C 11.3321,4.22607 11.4171,4.25507 11.4891,4.31007 L 12.3951,5.00907 C 12.5681,5.13707 12.6051,5.38607 12.4751,5.56307 L 7.60711,11.7961 C 7.41811,12.0381 7.05711,12.0541 6.84711,11.8291 L 3.55311,8.29107 z\" fill=\"#FFFFFF\" stroke=\"none\" transform=\"matrix(1, 0, 0, 1, 0, 0)\"/></g></g><g transform=\"matrix(1, 0, 0, 1, 0, 25)\"><g transform=\"matrix(1, 0, 0, 1, 0, 0)\"><g transform=\"matrix(1, 0, 0, 1, 10, 13)\"><path d=\"M 0,1.4204999999999999 L 0,1.4204999999999999 L 10.51155,1.4204999999999999 L 10.51155,6.426 L 0,6.426 L 0,1.4204999999999999 M 1.49115,1.43085 L 1.49115,1.43085 L 12.003,1.43085 L 12.003,6.436349999999999 L 1.49115,6.436349999999999 L 1.49115,1.43085 M 0,1.4884499999999998 L 0,1.4884499999999998 L 10.510349999999999,1.4884499999999998 L 10.510349999999999,13.48395 L 0,13.48395 L 0,1.4884499999999998 M 1.491,0.0048000000000000004 L 1.491,0.0048000000000000004 L 12.0015,0.0048000000000000004 L 12.0015,12 L 1.491,12 L 1.491,0.0048000000000000004\" fill=\"transparent\" stroke=\"none\" transform=\"matrix(1, 0, 0, 1, 0, 0)\"/><path d=\"M 9.75555,4.5 C 7.139550000000001,4.5 4.499549999999999,5.274 4.499549999999999,7.003500000000001 C 4.499549999999999,8.7315 7.139550000000001,9.5055 9.75555,9.5055 C 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25.501499999999997,17.1813 L 25.501499999999997,14.511300000000002 C 25.501499999999997,13.9983 25.087500000000002,13.5843 24.576,13.5843\" fill=\"#231F20\" stroke=\"none\" transform=\"matrix(1, 0, 0, 1, 0, 0)\"/></g><g transform=\"matrix(1, 0, 0, 1, 50, 20.828662109375003)\"><text x=\"0\" y=\"12.257006835937501\" style=\"font: 14px Segoe UI\" text-anchor=\"start\" fill=\"black\" stroke=\"none\" transform=\"matrix(1, 0, 0, 1, 0, 0)\">data to ml model</text></g></g></g></g></g></g></g></g><g transform=\"matrix(1, 0, 0, 1, 194, 6.404569499661584)\"><g transform=\"matrix(1, 0, 0, 1, 0, 34)\"><g transform=\"matrix(1, 0, 0, 1, 0, 0)\"><path d=\"M 0,0 L 9,0 L 9,12 L 0,12 z\" fill=\"#488E50\" stroke=\"none\" transform=\"matrix(1, 0, 0, 1, 0, 1)\"/></g></g></g></g></g></g><clipPath id=\"mainClip50900\"><rect x=\"0\" y=\"0\" width=\"400\" height=\"240\"/></clipPath><clipPath id=\"CLIP50901\"><path d=\"M 1.1045694996615871,1.1045694996615871 L 192.89543050033842,1.1045694996615871 L 192.89543050033842,93.70456949966157 L 1.1045694996615871,93.70456949966157 z\" transform=\"matrix(1, 0, 0, 1, 0, 0)\"/></clipPath><clipPath id=\"CLIP50902\"><path d=\"M 5,6.5 L 192,6.5 L 192,25 L 5,25 z\" transform=\"matrix(1, 0, 0, 1, 0, 0)\"/></clipPath></svg>",
+	"icons": [
+		"Copy",
+		"DelimitedText"
+	],
+	"requires": {
+		"linkedservices": {
+			"inputblob": {
+				"supportTypes": [
+					"AzureBlobStorage"
+				]
+			}
+		}
+	},
+	"author": "bbedon@analytics.pe",
+	"annotations": [],
+	"services": [],
+	"categories": []
+}
\ No newline at end of file
diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py
index 22258042..acd1886d 100644
--- a/diabetes_regression/training/train.py
+++ b/diabetes_regression/training/train.py
@@ -24,6 +24,8 @@
 POSSIBILITY OF SUCH DAMAGE.
 """
 
+# Importación de Librerias
+
 import os
 import pandas as pd
 from sklearn.linear_model import Ridge
diff --git a/ml_service/pipelines/load_sample_data.py b/ml_service/pipelines/load_sample_data.py
index cad56568..717fc7ab 100644
--- a/ml_service/pipelines/load_sample_data.py
+++ b/ml_service/pipelines/load_sample_data.py
@@ -5,7 +5,7 @@
 
 # Loads the diabetes sample data from sklearn and produces a csv file that can
 # be used by the build/train pipeline script.
-def create_sample_data_csv(file_name):
+def create_sample_data_csv():
     sample_data = load_diabetes()
     df = pd.DataFrame(
         data=sample_data.data,