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new file mode 100644
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+<img align="right" src="./logo.png">
+
+<h2><span style="color:red;"></span>Data Science</h2>
+
+### Description
+
+Gain expert guidance on how to successfully develop machine learning models in Python and build your own unique data platforms
+
+**Key Features**
+
+- Gain a full understanding of the model production and deployment process
+- Build your first machine learning model in just five minutes and get a hands-on machine learning experience
+- Understand how to deal with common challenges in data science projects
+
+**What You Will Learn**
+
+- Explore the key differences between supervised learning and unsupervised learning
+- Manipulate and analyze data using scikit-learn and pandas libraries
+- Understand key concepts such as regression, classification, and clustering
+- Discover advanced techniques to improve the accuracy of your model
+- Understand how to speed up the process of adding new features
+- Simplify your machine learning workflow for production
+
+### Labs
+
+Labs for this course are available at endpoints shared below. Update `<host-ip>` with the lab environment DNS.
+
+1. ##### Introduction to Data Science in Python
+		* http://<host-ip>/lab/workspaces/lab1_
+2. ##### Regression
+		* http://<host-ip>/lab/workspaces/lab2_
+3. ##### Binary Classification
+		* http://<host-ip>/lab/workspaces/lab3_
+4. ##### Multiclass Classification with RandomForest
+		* http://<host-ip>/lab/workspaces/lab4_
+5. ##### Performing Your First Cluster Analysis
+		* http://<host-ip>/lab/workspaces/lab5_
+6. ##### How to Assess Performance
+		* http://<host-ip>/lab/workspaces/lab6_
+7. ##### The Generalization of Machine Learning Models
+		* http://<host-ip>/lab/workspaces/lab7_
+8. ##### Hyperparameter Tuning
+		* http://<host-ip>/lab/workspaces/lab8_
+9. ##### Interpreting a Machine Learning Model
+		* http://<host-ip>/lab/workspaces/lab9_
+10. ##### Analyzing a Dataset
+		* http://<host-ip>/lab/workspaces/lab10_
+11. ##### Data Preparation
+		* http://<host-ip>/lab/workspaces/lab11_
+12. ##### Feature Engineering
+		* http://<host-ip>/lab/workspaces/lab12_
+13. ##### Imbalanced Datasets
+		* http://<host-ip>/lab/workspaces/lab13_
+14. ##### Dimensionality Reduction
+		* http://<host-ip>/lab/workspaces/lab14_
+15. ##### Ensemble Learning
+		* http://<host-ip>/lab/workspaces/lab15_
+
+### About
+
+Where there’s data, there’s insight. With so much data being generated, there is immense scope to extract meaningful information that’ll boost business productivity and profitability. By learning to convert raw data into game-changing insights, you’ll open new career paths and opportunities.
+
+The course begins by introducing different types of projects and showing you how to incorporate machine learning algorithms in them. You’ll learn to select a relevant metric and even assess the performance of your model. To tune the hyperparameters of an algorithm and improve its accuracy, you’ll get hands-on with approaches such as grid search and random search.
+
+Next, you’ll learn dimensionality reduction techniques to easily handle many variables at once, before exploring how to use model ensembling techniques and create new features to enhance model performance. In a bid to help you automatically create new features that improve your model, the book demonstrates how to use the automated feature engineering tool. You’ll also understand how to use the orchestration and scheduling workflow to deploy machine learning models in batch.
+
+By the end of this book, you’ll have the skills to start working on data science projects confidently. By the end of this book, you’ll have the skills to start working on data science projects confidently.
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 8f3e043..1f43844 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -30,8 +30,6 @@ joblib==0.14.1
 jsonschema==3.2.0
 kiwisolver==1.1.0
 lazy-object-proxy==1.4.3
-lime==0.1.1.36
-llvmlite==0.31.0
 markupsafe==1.1.1
 matplotlib==3.1.2
 mccabe==0.6.1