diff --git a/examples/kubeflow/README.md b/examples/kubeflow/README.md
index af47d3a178..28396d4855 100644
--- a/examples/kubeflow/README.md
+++ b/examples/kubeflow/README.md
@@ -22,6 +22,7 @@ Make sure you have the following components set-up and running in your Kubernete
 
 * [Seldon Core installed](https://docs.seldon.io/projects/seldon-core/en/latest/workflow/install.html#install-seldon-core-with-helm) with an [ingress (Ambassador / Istio) set up](https://docs.seldon.io/projects/seldon-core/en/latest/workflow/install.html#ingress-support)
 * Kubeflow Pipelines [version 1.0.0 Standalone](https://www.kubeflow.org/docs/pipelines/installation/standalone-deployment/#deploying-kubeflow-pipelines) set up
+* [s2i](https://github.com/openshift/source-to-image#installation) installed on your machine
 
 Let's get started! 🚀🔥 We will be building the end-to-end pipeline below:
 
diff --git a/examples/kubeflow/pipeline/pipeline_steps/clean_text/Transformer.py b/examples/kubeflow/pipeline/pipeline_steps/clean_text/Transformer.py
index 661e67ce21..fb2695dda5 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/clean_text/Transformer.py
+++ b/examples/kubeflow/pipeline/pipeline_steps/clean_text/Transformer.py
@@ -1,7 +1,8 @@
 import re
+import logging
 from html.parser import HTMLParser
+
 import numpy as np
-import logging
 
 
 class Transformer:
diff --git a/examples/kubeflow/pipeline/pipeline_steps/clean_text/pipeline_step.py b/examples/kubeflow/pipeline/pipeline_steps/clean_text/pipeline_step.py
index 606a4ec481..92428f9b5f 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/clean_text/pipeline_step.py
+++ b/examples/kubeflow/pipeline/pipeline_steps/clean_text/pipeline_step.py
@@ -1,6 +1,6 @@
 import dill
 import click
-import dill
+
 try:
     # Running for tests
     from .Transformer import Transformer
diff --git a/examples/kubeflow/pipeline/pipeline_steps/clean_text/requirements.txt b/examples/kubeflow/pipeline/pipeline_steps/clean_text/requirements.txt
index da5e51e84f..ea0aee7a22 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/clean_text/requirements.txt
+++ b/examples/kubeflow/pipeline/pipeline_steps/clean_text/requirements.txt
@@ -1,4 +1,3 @@
 dill==0.3.2
 click==7.1.2
 numpy==1.19.1
-
diff --git a/examples/kubeflow/pipeline/pipeline_steps/data_downloader/pipeline_step.py b/examples/kubeflow/pipeline/pipeline_steps/data_downloader/pipeline_step.py
index 4996d5dfec..825e71a236 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/data_downloader/pipeline_step.py
+++ b/examples/kubeflow/pipeline/pipeline_steps/data_downloader/pipeline_step.py
@@ -1,6 +1,7 @@
 import click
-import numpy as np
 import dill
+
+import numpy as np
 import pandas as pd
 
 @click.command()
diff --git a/examples/kubeflow/pipeline/pipeline_steps/data_downloader/requirements.txt b/examples/kubeflow/pipeline/pipeline_steps/data_downloader/requirements.txt
index 41f5e1cc97..b384ec5f54 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/data_downloader/requirements.txt
+++ b/examples/kubeflow/pipeline/pipeline_steps/data_downloader/requirements.txt
@@ -2,3 +2,4 @@ dill==0.3.2
 click==7.1.2
 numpy==1.19.1
 scikit-learn==0.23.2
+pandas==1.1.1
diff --git a/examples/kubeflow/pipeline/pipeline_steps/lr_text_classifier/pipeline_step.py b/examples/kubeflow/pipeline/pipeline_steps/lr_text_classifier/pipeline_step.py
index 4b661961f5..3f3482fbd4 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/lr_text_classifier/pipeline_step.py
+++ b/examples/kubeflow/pipeline/pipeline_steps/lr_text_classifier/pipeline_step.py
@@ -1,6 +1,7 @@
 import click
-import numpy as np
 import dill
+
+import numpy as np
 from sklearn.linear_model import LogisticRegression
 
 @click.command()
diff --git a/examples/kubeflow/pipeline/pipeline_steps/spacy_tokenize/requirements.txt b/examples/kubeflow/pipeline/pipeline_steps/spacy_tokenize/requirements.txt
index fc7db00e2d..b03f21b08d 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/spacy_tokenize/requirements.txt
+++ b/examples/kubeflow/pipeline/pipeline_steps/spacy_tokenize/requirements.txt
@@ -2,5 +2,4 @@ dill==0.3.2
 click==7.1.2
 numpy==1.19.1
 spacy==2.3.2
-en-core-web-sm==2.3.1
-
+https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.3.1/en_core_web_sm-2.3.1.tar.gz
diff --git a/examples/kubeflow/pipeline/pipeline_steps/tfidf_vectorizer/pipeline_step.py b/examples/kubeflow/pipeline/pipeline_steps/tfidf_vectorizer/pipeline_step.py
index d0b147f76b..243c327161 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/tfidf_vectorizer/pipeline_step.py
+++ b/examples/kubeflow/pipeline/pipeline_steps/tfidf_vectorizer/pipeline_step.py
@@ -1,6 +1,7 @@
 import click
-import numpy as np
 import dill
+
+import numpy as np
 from sklearn.feature_extraction.text import TfidfVectorizer
 
 @click.command()
diff --git a/examples/kubeflow/pipeline/pipeline_steps/tfidf_vectorizer/requirements.txt b/examples/kubeflow/pipeline/pipeline_steps/tfidf_vectorizer/requirements.txt
index 5c1ddeb0d5..41f5e1cc97 100644
--- a/examples/kubeflow/pipeline/pipeline_steps/tfidf_vectorizer/requirements.txt
+++ b/examples/kubeflow/pipeline/pipeline_steps/tfidf_vectorizer/requirements.txt
@@ -2,4 +2,3 @@ dill==0.3.2
 click==7.1.2
 numpy==1.19.1
 scikit-learn==0.23.2
-
diff --git a/examples/kubeflow/requirements-dev.txt b/examples/kubeflow/requirements-dev.txt
index fbb745973a..fd4f413713 100644
--- a/examples/kubeflow/requirements-dev.txt
+++ b/examples/kubeflow/requirements-dev.txt
@@ -1,3 +1,4 @@
+dill==0.3.2
 python-dateutil==2.8.1
 kfp==1.0.0
 kubernetes==11.0.0
@@ -6,5 +7,5 @@ seldon_core==1.2.3
 numpy==1.19.1
 pandas==1.1.1
 spacy==2.3.2
-scikit-learn-0.23.2
-en-core-web-sm=2.3.1
+scikit-learn==0.23.2
+https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.3.1/en_core_web_sm-2.3.1.tar.gz