DSB

Data science Bootcam

About

Data science Bootcam

We're very excited to have you join us to learn how to build predictive analytics solutions with Azure Machine Learning,orange and R.  we hope you have an enriching and engaging learning experience.

During which we will fresh up some fundamentals of data science and statistical analysis methods, do code with R throughout various examples of the data science process.

And then we will start building machine learning model in Azure machine learning and orange.

 

By the end of this boot camp workshop you will be oriented to azure machine learning and orange, know how to use machine learning algorithms and for which cases. Do your own R analysis and beautiful visualizaations.

 

 

 

 

Date

TBA

Time

8:00 am to 5:00 pm. 4:00 pm to 8:00pm

Language

English

Duration

3 Days

Training fees

1500 AED / person

workshop

outcomes

  • Module 1: learn what is the data science process.
  • Module 2: Building classification models.
  • Module 3: Building Regression Models.
  • Module 4: Building decision trees and tree forests.
  • Module 5: Neural networks and support vector machine learning.
  • Module 1 : Importing and cleaning Data with R.
  • Module 2 : Manipulation and Transformation with R.
  • Module 3 : Visualization of Data with ggplot.
  • Module 4 : unsupervised clustering with R .

Training Contents

sessions

Session Duration

9:00 am to 5:00 pm.

  • First session: The first session will be an introduction about The Data science process. Followed by lab sessions for each module. we will learn how to build logistic regression models, do data manipulation and cleansing / Module 1 Module 2
  • Second session: In the second session, we will understand the mechanism of the decision tree, tree forests, we will also learn how to compare several models against each other and select the best model. Module 3 Module 4
  • Third session: In the third and final session, we will work on unsupervised learning techniques such as clustering using K-Means and KNN. We will work on a movie rating example, We will also learn how to deploy our models as a web service. Module 5 Module 6
  • Day 2 : Day 2 is where alll the hard work begines, we will start with the basics of importing anc cleaning data, then with the process of manipulation and transfprmation of data to adjust for business needs, we will also learn why need to trandform data fro better intiuition and understanding about our business. Finally we will learn how to build and compare machine learning models using R and the caret Package. Throughout day 2, we will use only R and various popular datasets for data science. Some of the packages that will be used inside R are readr,tidyverse,stringr,ggplot2,caret and dplyr. Requirements: Participants are kindly requested to install the free version of these software on their devices (Mac or windows) before attending the workshop. 1- Orange (http://orange.biolab.si) 2- Sign up for free to azure machine learning (https://azure.microsoft.com/en-us/services/machine-learning/ ) 3- Install r studio from http://rstudio.com/ Samples of the Excercises that will be done in the Workshop:

Trainers

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CONTACT

American University in the Emirates

Location: Dubai Int. Academic City, P.O. Box: 503000, Dubai, UAE
Phone: + 971 4 4499 000 | Fax: + 971 4 4291 205
Email: info@ryada.ae | mohammad.ghabash@aue.ae
Toll free 800AUE (283)

Dr. Haytham Omar

Position / Designation Here

Mr. Omar is a Microsoft certified instructor in Big data and data analytics, certified as well from MIT in supply chain analytics, Dynamics, fundamentals and design.  He Holds a master’s degree in supply chain management. he is currently teaching courses in supply chain management, technology and information systems, Procurement and ERP systems. He combines both industry experience in procurement and supply chain, supply chain. 

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