diff --git a/Brain_Integ.mat b/Brain_Integ.mat
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diff --git a/Brain_Integ_X.csv b/Brain_Integ_X.csv
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diff --git a/Brain_Integ_Y.csv b/Brain_Integ_Y.csv
new file mode 100644
index 0000000..9644708
--- /dev/null
+++ b/Brain_Integ_Y.csv
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1,301
1,63
1,596
0,1891
1,2650
1,571
1,1245
1,1076
0,742
1,785
1,992
1,1069
1,2918
1,2289
1,4113
1,2602
1,1173
1,805
1,567
1,428
1,1099
0,241
1,715
1,608
1,609
1,249
1,62
1,564
1,826
0,5166
1,914
0,961
1,1500
1,566
1,454
1,650
1,599
1,486
1,1341
1,1026
1,795
1,787
1,-1
1,1868
0,821
0,954
1,1397
1,1314
1,411
1,3
0,240
1,1191
1,714
1,1127
1,487
1,706
1,1553
1,1393
1,1426
1,1147
\ No newline at end of file
diff --git a/data_providers.py b/data_providers.py
new file mode 100644
index 0000000..2b8e141
--- /dev/null
+++ b/data_providers.py
@@ -0,0 +1,52 @@
+# -*- coding: utf-8 -*-
+
+import numpy as np
+import pandas as pd
+
+
+DATA_FILE = ['./Brain_Integ_X.csv', './Brain_Integ_Y.csv']
+
+def data_providers(data_file=['./Brain_Integ_X.csv', './Brain_Integ_Y.csv']):
+    """The function for reading datasets.
+
+    This function reads the features, lable datasets separately and filters out
+    only the dead patients' respective observations for further processings.
+
+  Args:
+    data_file: list of strings representing the paths for input files.
+    Here the input features and input ground truth values are provided separately.
+
+  Returns:
+    `Numpy array`, extracted feature matrix and label column.
+
+  Example:
+    >>> read_dataset()
+    ( [[2.3, 2.4, 6.5],[2.3, 5.4,3.3]], [12, 82] )
+
+    """
+
+    data_feed = pd.read_csv(data_file[0], skiprows=[0], header=None)
+    labels_feed = pd.read_csv(data_file[1], skiprows=[1], header=0)
+    survival = labels_feed['Survival']
+    censored = labels_feed['Censored']
+
+    survival = survival.values
+    censored = censored.values
+    data = data_feed.values
+    data = np.float32(data)
+
+    #Filtering only the dead patients for survival analysis
+    censored_survival = survival[censored == 1]
+    censored_data = data[censored == 1]
+
+    y = np.asarray(censored_survival)
+    x = np.asarray(censored_data)
+
+    print('Shape of X : ', x.shape)
+    print('Shape of Y : ', y.shape)
+    return (x, y)
+
+
+if __name__ == '__main__':
+
+    data_x, data_y = data_providers(DATA_FILE)
diff --git a/dnn_model.py b/dnn_model.py
new file mode 100644
index 0000000..e2c4a1d
--- /dev/null
+++ b/dnn_model.py
@@ -0,0 +1,42 @@
+# -*- coding: utf-8 -*-
+
+from __future__ import absolute_import, division, print_function
+import numpy as np
+import tensorflow as tf
+
+
+slim = tf.contrib.slim
+
+
+def multilayer_nn_model(inputs, hidden_layers, n_classes, beta,
+                        scope="deep_regression_model"):
+    """Creates a deep regression model.
+
+    This function takes input as the required parameters to build a deep
+    neural network and builds the layer-wise network. Once its instance is
+    called by parsing the input feedings, this function will perform the
+    feed-forward and returns the output layer responses.
+
+    Args:
+        inputs: A node that yields a `Tensor` of size [total_observations,
+        input_features].
+
+    Returns:
+        predictions: `Tensor` of shape (1) (scalar) of response.
+        end_points: A dict of end points representing the hidden layers.
+    """
+
+    with tf.variable_scope(scope, 'deep_regression', [inputs]):
+        end_points = {}
+        with slim.arg_scope([slim.fully_connected],
+                            activation_fn=tf.nn.relu,
+                            weights_regularizer=slim.l2_regularizer(beta)):
+            net = slim.stack(inputs,
+                             slim.fully_connected,
+                             hidden_layers,
+                             scope='fc')
+            end_points['fc'] = net
+            predictions = slim.fully_connected(net, n_classes, activation_fn=None,
+                                               scope='prediction')
+            end_points['out'] = predictions
+            return predictions, end_points
diff --git a/read_record.py b/read_record.py
new file mode 100644
index 0000000..1bf549e
--- /dev/null
+++ b/read_record.py
@@ -0,0 +1,57 @@
+# -*- coding: utf-8 -*-
+
+from __future__ import absolute_import, division, print_function
+import tensorflow as tf
+import numpy as np
+
+
+TFRECORD_FILE = "data.tfrecords"
+
+
+def read_tfrecord(tfrecords_filename="data.tfrecords"):
+    """The function for reading the tf.record file.
+
+    This function takes input as the protobuff file name. Then, given the
+    header strings along with their data-types, this function will
+    retrieve those respective values from the byte file through a loop.
+    Finaaly, it will convert those strings back to the desired data-type
+    (here its np.asarray[dtype=np.float32]).
+
+    Args:
+        tfrecords_filename: This carries the tfrecord file-name with the file-path.
+
+    Returns:
+        predictors: A numpy array(M*N) contains 'np.float32' elements.
+        This variable returns the feature values matrix.
+        gnd_truths: A numpy array(M*1) contains 'np.float32' elements.
+        This variable returns the observed survival values vector.
+
+    """
+
+    predictors = []
+    gnd_truths = []
+    record_iterator = tf.python_io.tf_record_iterator(path=TFRECORD_FILE)
+
+    for element in record_iterator:
+        example = tf.train.Example()
+        example.ParseFromString(element)
+
+        predictor_string = (example.features.feature['predictor_string']
+                            .bytes_list
+                            .value[0])
+        gnd_truth_string = (example.features.feature['gnd_truth_string']
+                            .bytes_list
+                            .value[0])
+
+        predictor = np.fromstring(predictor_string, dtype=np.float32)
+        gnd_truth = np.fromstring(gnd_truth_string, dtype=np.float32)
+
+        predictors.append((predictor))
+        gnd_truths.append((gnd_truth))
+
+    return predictors, gnd_truths
+
+
+if __name__ == '__main__':
+
+    predictors, gnd_truths = read_tfrecord(TFRECORD_FILE)
diff --git a/read_record_demo.py b/read_record_demo.py
new file mode 100644
index 0000000..2aa8a06
--- /dev/null
+++ b/read_record_demo.py
@@ -0,0 +1,63 @@
+# -*- coding: utf-8 -*-
+
+from __future__ import absolute_import, division, print_function
+import tensorflow as tf
+import numpy as np
+
+
+TFRECORD_FILE = "data.tfrecords"
+
+
+def read_tfrecord(tfrecords_filename="data.tfrecords"):
+    """The function for reading the tf.record file.
+
+    This function takes input as the protobuff file name. Then, given the
+    header strings along with their data-types, this function will
+    retrieve those respective values from the byte file through a loop.
+    Finaaly, it will convert those strings back to the desired data-type
+    (here its np.asarray[dtype=np.float32]).
+
+    Args:
+        tfrecords_filename: This carries the tfrecord file-name with the file-path.
+
+    Returns:
+        predictors: A numpy array(M*N) contains 'np.float32' elements.
+        This variable returns the feature values matrix.
+        gnd_truths: A numpy array(M*1) contains 'np.float32' elements.
+        This variable returns the observed survival values vector.
+
+    """
+
+    predictors = []
+    gnd_truths = []
+    record_iterator = tf.python_io.tf_record_iterator(path=TFRECORD_FILE)
+
+    for element in record_iterator:
+        example = tf.train.Example()
+        example.ParseFromString(element)
+
+        predictor_string = (example.features.feature['predictor_string']
+                            .bytes_list
+                            .value[0])
+        gnd_truth_string = (example.features.feature['gnd_truth_string']
+                            .bytes_list
+                            .value[0])
+
+        predictor = np.fromstring(predictor_string, dtype=np.float32)
+        gnd_truth = np.fromstring(gnd_truth_string, dtype=np.float32)
+
+        print('predictor : ', predictor)
+        print('gnd_truth : ', gnd_truth)
+
+        predictors.append((predictor))
+        gnd_truths.append((gnd_truth))
+
+    return predictors, gnd_truths
+
+
+if __name__ == '__main__':
+
+    predictors, gnd_truths = read_tfrecord(TFRECORD_FILE)
+
+    # print('predictors np.array : ', predictors)
+    # print('gnd_truth np.array : ', gnd_truths)
diff --git a/reg.py b/reg.py
deleted file mode 100644
index 4ae8f27..0000000
--- a/reg.py
+++ /dev/null
@@ -1,161 +0,0 @@
-from __future__ import absolute_import, division, print_function
-
-import tensorflow as tf
-
-# import matplotlib.pyplot as plt
-import numpy as np
-import scipy.io as sio
-from sklearn.utils import shuffle
-from sklearn.model_selection import train_test_split
-
-def read_dataset():
-
-    D = sio.loadmat('Brain_Integ.mat')  
-    # Extract the fearues and labels
-    X = D['Integ_X'].astype('float32')                                          # 560*399   
-    T = np.asarray([t[0] for t in D['Survival']]).astype('float32')             # 560*1
-    C = np.asarray([c[0] for c in D['Censored']]).astype('int32')       # O # 560*1
-    # TC = np.asarray([T for c in C if c==1])
-    # Consider only the dead patient's data
-    TC = T[C==1]
-    XC = X[C==1]
-    Y = np.asarray(TC)
-    X = np.asarray(XC)
-
-    print ('Shape of X : ', X.shape)
-    print ('Shape of Y : ', Y.shape)
-    return (X, Y)
-
-X, Y = read_dataset()
-X, Y = shuffle(X, Y, random_state=1)
-
-X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.20, random_state=420)
-
-
-total_len = X_train.shape[0]        # Total Samples
-
-# ***** Parameters *****
-learning_rate = 0.01               # Learning rate for parameter updates
-training_epochs = 1000               # EPOCHS
-batch_size = 100                      # Set to 1 for whole samples at once       ## THIS CAUSES ERROR IN label = batch_y
-display_step = 100                    # Set to 1 for displaying all epochs
-# dropout_rate = 0.9
-
-# ***** Network Parameters *****
-n_hidden_1 = 500                    # 1st layer number of neurons
-n_hidden_2 = 500                    # 2nd layer number of neurons
-n_hidden_3 = 500                    # 3rd layer number of neurons
-n_hidden_4 = 500                    # 4th layer number of neurons
-n_input = X_train.shape[1]          # number of columns(features)
-n_classes = 1                       # Only one output column, represents the predicted value
-
-# tf Graph input
-x = tf.placeholder("float", [None, None])   # Set to [, None] to definite value
-y = tf.placeholder("float", [None])         # Set to a definite value
-
-# layers' weights & biases initialization
-variance = 0.1      # VARIANCE selection highly affects     ## If set to 10, results in NaN values for predication and cost
-weights = {
-    'h1': tf.Variable(tf.random_normal([n_input, n_hidden_1], 0, variance)),
-    'h2': tf.Variable(tf.random_normal([n_hidden_1, n_hidden_2], 0, variance)),
-    'h3': tf.Variable(tf.random_normal([n_hidden_2, n_hidden_3], 0, variance)),
-    'h4': tf.Variable(tf.random_normal([n_hidden_3, n_hidden_4], 0, variance)),
-    'out': tf.Variable(tf.random_normal([n_hidden_4, n_classes], 0, variance))
-}
-biases = {
-    'b1': tf.Variable(tf.random_normal([n_hidden_1], 0, variance)),
-    'b2': tf.Variable(tf.random_normal([n_hidden_2], 0, variance)),
-    'b3': tf.Variable(tf.random_normal([n_hidden_3], 0, variance)),
-    'b4': tf.Variable(tf.random_normal([n_hidden_4], 0, variance)),
-    'out': tf.Variable(tf.random_normal([n_classes], 0, variance))
-}
-
-# print (weights['h1'])
-# print (biases['b1'])
-# Model Creation
-def multilayer_perceptron(x, weights, biases):
-    # Hidden layers with RELU activation
-    layer_1 = tf.add(tf.matmul(x, weights['h1']), biases['b1'])
-    layer_1 = tf.nn.relu(layer_1)
-
-    layer_2 = tf.add(tf.matmul(layer_1, weights['h2']), biases['b2'])
-    layer_2 = tf.nn.relu(layer_2)
-
-    layer_3 = tf.add(tf.matmul(layer_2, weights['h3']), biases['b3'])
-    layer_3 = tf.nn.relu(layer_3)
-
-    layer_4 = tf.add(tf.matmul(layer_3, weights['h4']), biases['b4'])
-    layer_4 = tf.nn.relu(layer_4)
-
-    out_layer = tf.matmul(layer_4, weights['out']) + biases['out']
-    return out_layer
-
-
-# Construct the grpah for forward pass
-pred = multilayer_perceptron(x, weights, biases)
-
-# Defining loss and optimizer
-### reduce_sum ###
-# cost = (tf.reduce_mean(tf.square(tf.transpose(pred)-y)) + 0.01*tf.nn.l2_loss(weights))                        # USE tf.transpose ====> those 2 arrays are row and column, results in unexpected format, if let as early
-cost = tf.reduce_mean(tf.square(tf.transpose(pred)-y))
-optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate).minimize(cost)  # Change to tf.GradientDescentOptimizer() and see
-
-
-
-
-# Launch the graph
-with tf.Session() as sess:
-
-    # Select either Initializers
-    sess.run(tf.initialize_all_variables())
-    # tf.global_variables_initializer()
-    # ============================= Each EPOCH graph Session============================================================== 
-
-    for epoch in range(training_epochs):
-        avg_cost = 0.0
-        total_batch = int(total_len/batch_size)
-        # Loop over all batches
-        for i in range(total_batch-1):
-            batch_x = X_train[i*batch_size:(i+1)*batch_size]
-            batch_y = Y_train[i*batch_size:(i+1)*batch_size]
-            print ("batch number :", i)
-            # Run optimization op (backprop) and cost op (to get loss value)
-            _, c, p = sess.run([optimizer, cost, pred], feed_dict={x: batch_x, y: batch_y})
-            # Compute average loss
-            avg_cost += c / total_batch
-
-
-        # sample prediction
-        label_value = batch_y
-        estimate = p    # Predicted value
-        err = label_value-estimate
-        # print ("num batch:", total_batch)
-
-        # Display logs per epoch step
-        if epoch % display_step == 0:
-            print ("Epoch:", '%4d' % (epoch+1), "cost=", "{:.9f}".format(avg_cost))
-            print ("[*]----------------------------")
-            for i in xrange(3):         # Comparing the predicted values with Labeled values in display
-                print ("label value:", label_value[i], "estimated value:", estimate[i])
-            print ("[*]============================")
-
-    # ==================================================================================================================== 
-    print ("Optimization Finished!")
-
-    # # Test model
-    # correct_prediction = tf.equal(tf.argmax(pred, 1), tf.argmax(y, 1))
-    # # Calculate accuracy
-    # accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float"))
-    # print ("Accuracy:", accuracy.eval({x: X_test, y: Y_test}))
-
-    print ("TESTING STARTS")
-
-    accuracy = sess.run(cost, feed_dict={x:X_test, y: Y_test})
-    predicted_vals = sess.run(pred, feed_dict={x: X_test})
-    # print ("Accuracy:", accuracy, "Predicted VALUE : ", predicted_vals)
-    print ("Labeled value : ", Y_test, " <<<>>> Predicted VALUE : ", predicted_vals)
-
-    print ("TESTING ENDS")
-
-
-
diff --git a/run_survival_net.py b/run_survival_net.py
new file mode 100644
index 0000000..ac96ba9
--- /dev/null
+++ b/run_survival_net.py
@@ -0,0 +1,140 @@
+# -*- coding: utf-8 -*-
+
+from __future__ import absolute_import, division, print_function
+import numpy as np
+import data_providers
+import visualize
+import dnn_model
+from sklearn.model_selection import train_test_split
+from tensorflow.contrib.framework.python.ops.variables import get_or_create_global_step
+from tensorflow.python.platform import tf_logging as logging
+import tensorflow as tf
+
+
+flags = tf.app.flags
+flags.DEFINE_string('x_data', './Brain_Integ_X.csv',
+                    'Directory file with features-data.')
+flags.DEFINE_string('y_data', './Brain_Integ_Y.csv',
+                    'Directory file with label-values.')
+flags.DEFINE_string('ckpt_dir', './ckpt_dir/',
+                    'Directory for checkpoint files.')
+flags.DEFINE_float('split_ratio', 0.2,
+                   'Split ratio for test data.')
+flags.DEFINE_float('lr_decay_rate', 0.9,
+                   'Learning decaying rate.')
+flags.DEFINE_float('beta', 0.01,
+                   'Regularizing constant.')
+flags.DEFINE_float('dropout', 0.6,
+                   'Drop out ratio.')
+flags.DEFINE_float('init_lr', 0.001,
+                   'Initial learning rate.')
+flags.DEFINE_integer('batch_size', 100,
+                     'Batch size.')
+flags.DEFINE_integer('n_epochs', 500,
+                     'Number of epochs.')
+flags.DEFINE_integer('n_classes', 1,
+                     'Number of classes in case of classification.')
+flags.DEFINE_integer('display_step', 100,
+                     'Displaying step at training.')
+flags.DEFINE_integer('n_layers', 3,
+                     'Number of layers.')
+flags.DEFINE_integer('n_neurons', 500,
+                     'Number of Neurons.')
+
+FLAGS = flags.FLAGS
+slim = tf.contrib.slim
+split = train_test_split
+
+
+def main(args):
+    """The function for TF-Slim DNN model training.
+
+    This function receives user-given parameters as gflag arguments. Then it
+    creates the tensorflow model-graph, defines loss and optimizer. Finally,
+    creates a training loop and saves the results and logs in the sub-directory.
+
+    Args:
+        args: This brings all gflags given user inputs with default values.
+
+    Returns:
+        None
+    """
+
+    data_x, data_y = data_providers.data_providers(FLAGS.x_data, FLAGS.y_data)
+
+    # split the train and test data
+    x_train, x_test, y_train, y_test = split(data_x, data_y,
+                                             test_size=FLAGS.split_ratio,
+                                             random_state=420)
+
+    n_obs = x_train.shape[0]
+    n_features = x_train.shape[1]
+
+    # Start building the graph
+    tf.reset_default_graph()
+    with tf.Graph().as_default() as graph:
+        logging.set_verbosity(tf.logging.INFO)
+
+        if not tf.gfile.Exists(FLAGS.ckpt_dir):
+            tf.gfile.MakeDirs(FLAGS.ckpt_dir)
+
+        n_batches = n_obs / FLAGS.batch_size
+        decay_steps = int(FLAGS.n_epochs * n_batches)
+
+        x_batch, y_batch = tf.train.shuffle_batch([x_train, y_train],
+                                                  batch_size=FLAGS.batch_size,
+                                                  capacity=50000,
+                                                  min_after_dequeue=10000,
+                                                  num_threads=1,
+                                                  allow_smaller_final_batch=True)
+
+        # Create the model and pass the input values batch by batch
+        hidden_layers = [FLAGS.n_neurons] * FLAGS.n_layers
+        pred, end_points = dnn_model.multilayer_nn_model(x_batch,
+                                                         hidden_layers,
+                                                         FLAGS.n_classes,
+                                                         FLAGS.beta)
+
+        global_step = get_or_create_global_step()
+
+        lr = tf.train.exponential_decay(learning_rate=FLAGS.init_lr,
+                                        global_step=global_step,
+                                        decay_steps=decay_steps,
+                                        decay_rate=FLAGS.lr_decay_rate,
+                                        staircase=True)
+
+        # Define loss
+        loss = tf.losses.mean_squared_error(tf.squeeze(pred), y_batch)
+        tf.losses.add_loss(loss)
+        total_loss = tf.losses.get_total_loss()
+
+        tf.summary.scalar('loss', total_loss)
+
+        optimizer = tf.train.GradientDescentOptimizer(learning_rate=lr)
+
+        # create the back-propagation object
+        train_op = slim.learning.create_train_op(
+            total_loss,
+            optimizer,
+            clip_gradient_norm=4,   # Gives quick convergence
+            check_numerics=True,
+            summarize_gradients=True)
+
+        # create the training loop
+        final = slim.learning.train(
+            train_op,
+            FLAGS.ckpt_dir,
+            log_every_n_steps=1,
+            graph=graph,
+            global_step=global_step,
+            number_of_steps=FLAGS.n_epochs,
+            save_summaries_secs=20,
+            startup_delay_steps=0,
+            saver=None,
+            save_interval_secs=10,
+            trace_every_n_steps=1
+        )
+
+
+if __name__ == '__main__':
+    tf.app.run()
diff --git a/write_record.py b/write_record.py
new file mode 100644
index 0000000..7f1499f
--- /dev/null
+++ b/write_record.py
@@ -0,0 +1,63 @@
+# -*- coding: utf-8 -*-
+
+from __future__ import absolute_import, division, print_function
+import tensorflow as tf
+import numpy as np
+
+
+TFRECORD_FILE = "data.tfrecords"
+
+
+def _Float_feature(value):
+    return tf.train.Feature(float_list=tf.train.FloatList(value=[value]))
+
+
+def _bytes_feature(value):
+    return tf.train.Feature(bytes_list=tf.train.BytesList(value=[value]))
+
+
+def _int64_feature(value):
+    return tf.train.Feature(int64_list=tf.train.Int64List(value=[value]))
+
+
+def create_tfrecord(tfrecords_filename="data.tfrecords",
+                    predictors=np.asarray([[1.1, 2.2], [4.5, 3.3], [8.7, 6.7]]),
+                    gnd_truths=np.asarray([1.2, 2.3, 3.1])):
+    """The function for creating a tfrecord file.
+
+    This function takes input as the protobuff file-name and the storable
+    dataset values. Through a loop this function converts the input values into a
+    serializable string format and saves into a protobuff format. This function
+    stores the dataset in the filename specified by the input argument.
+
+    Args:
+        predictors: A numpy array(M*N) contains 'np.float32' elements.
+        This variable contains the feature values matrix.
+        gnd_truths: A numpy array(M*1) contains 'np.float32' elements.
+        This variable contains the observed survival values vector.
+
+    Returns:
+        None
+
+    """
+
+    writer = tf.python_io.TFRecordWriter(tfrecords_filename)
+
+    assert len(predictors) == len(gnd_truths), 'Input records length mismatch !!'
+    for predictor, gnd_truth in zip(predictors, gnd_truths):
+        predictor_string = predictor.tostring()
+        gnd_truth_string = gnd_truth.tostring()
+        example = tf.train.Example(features=tf.train.Features(feature={
+            'predictor_string': _bytes_feature(tf.compat.as_bytes(predictor_string)),
+            'gnd_truth_string': _bytes_feature(tf.compat.as_bytes(gnd_truth_string))
+        }))
+        writer.write(example.SerializeToString())
+
+    writer.close()
+
+
+if __name__ == '__main__':
+
+    PREDICTORS = np.asarray([[1.1, 2.2], [4.5, 3.3], [8.7, 6.7]], dtype=np.float32)
+    GND_TRUTHS = np.asarray([1.2, 2.3, 3.1], dtype=np.float32)
+    create_tfrecord(TFRECORD_FILE, PREDICTORS, GND_TRUTHS)
diff --git a/write_record_demo.py b/write_record_demo.py
new file mode 100644
index 0000000..6e9bb31
--- /dev/null
+++ b/write_record_demo.py
@@ -0,0 +1,79 @@
+# -*- coding: utf-8 -*-
+
+from __future__ import absolute_import, division, print_function
+import tensorflow as tf
+import numpy as np
+
+
+TFRECORD_FILE = "data.tfrecords"
+
+
+def _Float_feature(value):
+    return tf.train.Feature(float_list=tf.train.FloatList(value=[value]))
+
+
+def _bytes_feature(value):
+    return tf.train.Feature(bytes_list=tf.train.BytesList(value=[value]))
+
+
+def _int64_feature(value):
+    return tf.train.Feature(int64_list=tf.train.Int64List(value=[value]))
+
+
+def create_tfrecord(tfrecords_filename="data.tfrecords",
+                    predictors=np.asarray([[1.1, 2.2], [4.5, 3.3], [8.7, 6.7]]),
+                    gnd_truths=np.asarray([1.2, 2.3, 3.1])):
+    """The function for creating a tfrecord file.
+
+    This function takes input as the protobuff file-name and the storable
+    dataset values. Through a loop this function converts the input values into a
+    serializable string format and saves into a protobuff format. This function
+    stores the dataset in the filename specified by the input argument.
+
+    Args:
+        predictors: A numpy array(M*N) contains 'np.float32' elements.
+        This variable contains the feature values matrix.
+        gnd_truths: A numpy array(M*1) contains 'np.float32' elements.
+        This variable contains the observed survival values vector.
+
+    Returns:
+        None
+
+    """
+
+    writer = tf.python_io.TFRecordWriter(tfrecords_filename)
+
+    assert len(predictors) == len(gnd_truths), 'Input records length mismatch !!'
+    for predictor, gnd_truth in zip(predictors, gnd_truths):
+        print(predictor, gnd_truth)
+        predictor_string = predictor.tostring()
+        gnd_truth_string = gnd_truth.tostring()
+        # print(feature_string, gnd_truth_string)
+        example = tf.train.Example(features=tf.train.Features(feature={
+            'predictor_string': _bytes_feature(tf.compat.as_bytes(predictor_string)),
+            'gnd_truth_string': _bytes_feature(tf.compat.as_bytes(gnd_truth_string))
+        }))
+        writer.write(example.SerializeToString())
+
+    '''
+    This code is for save tf.record as one shot !
+
+    features_string = features.tostring()
+    gnd_truth_string = gnd_truth.tostring()
+    example = tf.train.Example(features=tf.train.Features(feature={
+        'features_string': _bytes_feature(tf.compat.as_bytes(features_string)),
+        'gnd_truth_string': _bytes_feature(tf.compat.as_bytes(gnd_truth_string))
+    }))
+
+    writer.write(example.SerializeToString())
+
+    '''
+
+    writer.close()
+
+
+if __name__ == '__main__':
+
+    PREDICTORS = np.asarray([[1.1, 2.2], [4.5, 3.3], [8.7, 6.7]], dtype=np.float32)
+    GND_TRUTHS = np.asarray([1.2, 2.3, 3.1], dtype=np.float32)
+    create_tfrecord(TFRECORD_FILE, PREDICTORS, GND_TRUTHS)