Top 10 Data Science Courses In Iraq With Placements

The demand for data science courses in Iraq is ever-increasing. Iraq is a major oil exporting country. The oil industry in Iraq is well developed when compared with other sectors of the economy. Other sectors like banking, telecommunications, and e-commerce are emerging. All the sectors of Iraq are going through a digital transformation that has opened the floodgate for data-driven decision-making. As a result, data science has become critical for organizations looking to harness the magic of data.

Data science institutes in Iraq are offering courses in data science to mitigate the gap between the demand and supply of data scientists.

Iraq is a developing market where businesses are looking towards data scientists to assist them with data generated from customer interactions, supply chains, and online services. The requirement of data scientists is felt in all sectors of the economy.

What is Data Science?

Data science is the marriage of math, statistics, programming, advanced analytics, artificial intelligence, and machine learning for throwing insights hidden within the organization’s data.

Before we discuss the top data science courses in Iraq, it is imperative to understand the key components of data science.

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Key Components of Data Science

Data Collection: Collection of relevant data.

Data Cleaning: Data cleaning is removing unwanted information, handling missing values, and readiness of data for analysis.

Data Analysis: Various statistical tools and algorithms are used to identify patterns and relationships between the existing data.

Data Visualization: Data visualization is a representation of data in the form of graphs, charts, and dashboards.

Machine Learning: Application of algorithms to make predictions or classifications of data.

Big Data Management: In big data management large datasets are handled using tools and frameworks.

Why Take Data Science Courses?

Growing Opportunities: We have witnessed a significant rise in digital transformation in Iraq that has created a huge demand for data scientists.

Competitive Remuneration: The salary for data scientists in Iraq is very competitive. Junior data scientists earn approximately USD 6200 per annum and senior roles offer around USD 11400 per annum.

Relevant Skills: The data science courses provide skills that are handy in all sectors of the economy.

Global Demand: Not only the data science offer job opportunities in Iraq, but it creates opportunities abroad as well.

Future of Data Science in Iraq

Shortage of Skilled Manpower: There is no denying the fact that Iraq lacks qualified data science professionals. The country is building its workforce in data science, however, it has miles to go to meet the demand for a skilled workforce.

Regional Inequalities: Urban centers like Baghdad and Erbil have witnessed considerable technological growth, however, the condition of smaller cities and county-side is from desired. Internet is yet to penetrate rural areas in Iraq.

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Let me quickly take you through the top data science courses in Iraq.

1. IIM SKILLS

IIM SKILLS offers data science courses in Iraq on the digital platform. The course is designed by industry experts to cater to the needs of aspirants in the data science domain.

The course is outlined keeping in view the requirements of both beginners and working professionals. The classes are instructor-led and structured for a rewarding career.

 

The course is well-balanced in theory and practical classes. The duration of the course is for 11 months with two months of guaranteed internship and placement assistance. IIM SKILLS guarantees 10 interviews with top companies/businesses.

Course Curriculum

• Foundation – Data Science
• Linear Algebra – Introduction
• Operation of Matrices
• Statistics – Introduction
• Measures of central tendencies
• Measures of variance Measures of frequency
• Analytics and data science
• Comparison (Business Analytics v/s Data Analytics v/s Data Science)
• Common Terminologies in Analytics
• Analytics v/s data warehousing, OLAP, MIS Reporting
• Types of data (structured v/s unstructured v/s semi-structured)
• Analytics in industry and need of the hour (Relevance)
• Crucial success drivers

 

• Analytics tools and their popularity (An overview)
• Methodology and problem-solving framework in analytics
• Phases of Analytics
• Data Science (Using SQL)
• RDBMS Concepts (Basic concepts)
• The Object Explorer (Uses)
• Creation of Data-based Objects
• Manipulation of Data
• Data Merger
• Data Science (Using Power BI)
• Power BI – Introduction
• Preparation and Modelling of Data
• Data Analysis (Expressions)
• Development Reports
• Data Science (Using Python)
• Python Essentials (Core)
• Pandas (An overview)
• Operations With NumPy (Numerical Python)
• Data Cleaning and Transformation
• Data Visualization with Python
• Data Analysis using Python
• Data Science with R
• Data Importing/Exporting
• Data Manipulation
• Data Analysis using R
• Data Visualization with R
• Statistical Methods & Hypothesis Testing using R
• Linear Regression using R
• Statistics in Data Science
• Random Variable
• Probability
• Probability distribution
• SND
• Expected Value
• Sampling funnel
• Sampling Variation
• Central Limit Theorem
• Confidence Interval
• Linear Regression
• Logistic Regression
• Forecasting
• Time Series
• Data Science (AI & ML)
• Machine Learning Concepts (46 Hours)
• Hypothesis Testing
• Supervised Machine Learning
• Recursive Feature Elimination (RFE)
• Model Validation Techniques
• Parameter and Hyper Parameter Tuning
• Ensemble Techniques (Bagging, Random Forest, Boosting)
• Regularization Techniques
• Naive Bayes
• Forecasting
• Unsupervised Machine Learning
• AI-Deep Learning

2. ExcelR

ExcelR provides one of the best data science courses in Iraq in an online mode. The course is self-paced. The trainers are industry experts and they help in the overall development of the candidates.

The course comprises concepts, assignments, and live projects. ExcelR provides data science certification from SGIT, Steinbeis University Germany.

ExcelR assists aspirants in job placements through their dedicated placement cell.

Course Curriculum

• Module 1 – Statistical Analysis
• Module 2 – Hypothesis Testing
• Module 3 – Linear and Logistic Regression
• Module 4 -EDA
• Module 5 – Unsupervised ML Algorithms
• Module 6 – Machine Learning Models
• Module 7 – Neural Network
• Module 8 – Bagging and Boosting
• Module 9 – Text Mining
• Module 10 – Forecasting

Core Python

• Module 11 – Introduction
• Module 12 – Variables
• Module 13 – Code Practice Platform
• Module 14 – Operators, Loops & String
• Module 15: List, Tuples, and Dictionary
• Module 16: Function & Modules
• Module 17: Files & Directories
• Module 18 – Exception Handling
• Module 19 – OOP
• Module 20 – Regular Expressions
• Module 21 – SQLite and MySQL

 

Tableau

• Module 22 – Tableau Products and Usage
• Module 23 – Charts on Tableau
• Module 24 – Filters and Calculations
• Module 25 – Data Combining Techniques
• Module 26 – Grouping the data
• Module 27 – Analytics & Dashboard

MySQL

• Module 28 – Introduction to Mysql
• Module 29 – SQL Commands
• Module 30 – DQL Operators
• Module 31 – Functions
• Module 32 – Constraints
• Module 33 – Joins
• Module 34 – SQL Concepts

Artificial Intelligence

• Module 35 – Introduction to Neural Network & DeepLearning
• Module 36 – Parameter & Hyperparameter
• Module 37 – CNN
• Module 38 – RNN

Big Data Tools

• Module 39 – Hadoop
• Module 40 – Spark & Data Bricks
• Module 41 – Azure

Basics of R

Module 42 – R and RStudio

ChatGPT

Module 43 – ChatGPT

Course Name: Data Science Certification Course

Duration of the Course: 6 months

Certification: Yes

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3. SimpliAxis

SimpliAxis is one of the leading data science institutes in Iraq that offers data science training in digital form.

The course provides the aspirants with skills in data analysis and data-driven decision-making that would bring desired results for the businesses.

The course aims to provide relevant skills and catapult the careers of candidates in the field of data science.

The course is curated to transform the candidates into supervised and unsupervised machine learning algorithms.

Course Curriculum

• Introduction to Data Science
• Data Exploration, Manipulation, and Visualization
• Probability and Statistics
• Introduction to Machine Learning
• Logistic Regression
• Advanced Statistics & Predictive Modeling
• Time Series Forecasting
• Supervised and unsupervised learning techniques
• Decision trees and Randomization

Course Name: Data Science Certification Training

Certification: Yes

4. UpGrad

upGrad offers data science courses in Iraq in e-learning platform.  upGrad is a data science institute with a huge reputation in the data science domain.

The course is aimed at bringing out the true potential of the candidates. The course is curated by industry leaders and faculty. The course is in the form of videos, case studies, and projects.

All the classes are live sessions. The projects are based on the student-mentor interaction model. They help the aspirants in AI-powered profile building. It is considered one of the leading data science institutes in Iraq.

Program Curriculum

Core Modules

• Data Toolkit
• Machine Learning – 1
• Capstone Project

Specialized Tracks

• Track 1 – Deep Learning
• Track 2 – Natural Language Processing
• Track 3 – Business Analytics
• Track 4 – Business Intelligence/Data Analytics
• Track 5 – Data Engineering

Course duration: 12 months

Certification: Yes

5. Udemy

Udemy is an education provider that provides data science courses in Iraq in online mode. Udemy is a well-known e-learning institute.

It focuses on upskilling candidates in extracting information and insights from data. The course focuses on teaching data manipulation, machine learning, and statistical analysis that enhances decision-decision making abilities.

Course Curriculum

• Welcome
• Review
• Preliminaries: From Neurons to Neural Networks
• Classifying more than 2 things at a time15 lectures
• Training a neural network
• Practical Machine Learning10 lectures • 49min
• TensorFlow, exercises, practice, and what to learn next
• Project: Facial Expression Recognition
• Backpropagation Supplementary Lectures
• Higher-Level Discussion4 lectures
• Extra Help With Python Coding for Beginners (FAQ by Student Request) earning (FAQ by Student Request)
• Appendix / FAQ Finale

Course Name: Data Science: Deep Learning and Neural Networks in Python

Certification: Yes

6. 360DigiTMG

360DigiTMG offers data science courses in Iraq on the digital platform. The course is divided into learning sessions and live projects.

Candidates will be equipped with structured and unstructured data analysis using various tools and techniques.

They will also learn machine learning approaches for business decisions.  The candidates are assisted in job placement.

Course Curriculum

• Python Introduction
• SQL
• Data Science – Preliminaries
• CRISP-ML(Q) – Business & Data Understanding
• Data Preprocessing
• Exploratory Data Analytics (EDA)
• Feature Engineering
• Mathematical Foundations
• Clustering / Segmentation
• Dimension Reduction
• Association Rules
• Recommender Systems
• Network Analytics
• Text Mining and Natural Language Processing (NLP)
• Machine Learning
• Machine Learning Classifier Technique – Naive Bayes
• Machine Learning – KNN Classifier
• Confidence Interval
• Supervised Learning – Regression Techniques
• Multiple Linear Regression – Predictive Modelling
• Logistic Regression Binary Value Prediction, MLE
• Lasso and Ridge Regressions
• Multinomial and Ordinal Logistic Regression
• Advanced Regression for Count Data
• Kernel Method – SVM
• Survival Analytics
• Decision Tree
• Ensemble Techniques
• Model-Driven Algorithms
• Data-Driven Algorithms
• Deep Learning for Time Series New!
• Introduction to Perceptron and Multilayer Perceptron
• Building Blocks of Neural Network – ANN
• Deep Learning Primer
• Certificate from SUNY University

Course Name: Data Science Course

Certification: Yes

 

7. NobleProg

NobleProg offers data science courses in Iraq which are live and instructor-led. They offer online training as well as live onsite training. Online training is provided by industry experts.

The course is a blend of theory and practice that bridges the gap between academia and industry demands. NobleProg is a training and consultancy group that delivers quality courses globally for every sector and is considered one of the well-renowned data science institutes in Iraq.

Course Curriculum

Week 1 Big Data Concepts

• VVVV (Velocity, Volume, Variety, Veracity) definition
• Limits to traditional data processing capacity
• Distributed Processing
• Statistical Analysis
• Machine Learning Analysis Types
• Data Visualization
• Distributed Processing (e.g. map-reduce)
• Introduction to used languages
• R language crash-course
• Python crash course

Weeks 2&3 Performing Data Analysis

• Statistical Analysis
• Descriptive Statistics in Big Data sets (e.g. calculating mean)
• Inferential Statistics (estimating)
• Forecasting with Correlation and Regression models
• Time Series analysis
• Basics of Machine Learning
• Supervised vs unsupervised learning
• Classification and clustering
• Estimating the cost of specific methods
• Filter

Week 4 Natural Language Processing

• Processing text
• Understanding the meaning of the text
• Automatic text generation
• Sentiment/Topic Analysis
• Computer Vision

Week 5&6 Tooling concept

• Data storage solutions in SQL, NoSQL, hierarchical, object-oriented, document-oriented
• MySQL, Cassandra, MongoDB, Elasticsearch, HDFS, etc…)
• Choosing the right solution to the problem
• Distributed Processing
• Spark
• Machine Learning with Spark (MLLib)
• Spark SQL
• Scalability
• Public cloud (AWS, Google, etc…)
• Private cloud (OpenStack, cloud foundry)
• Autoscalability

Week 7 Soft Skills

• Advisory & Leadership Skills
• Making an impact: data-driven storytelling
• Understanding your audience
• Effective presentation of data
• Influence effectiveness and change leadership
• Handling difficult situations

Exam

End of the Program graduation exam

Course Name: Data Science Program Training Course

Certification: Yes

8. Madrid Software Trainings

Madrid Software Training is one of the leading data science institutes in Iraq that offers data science courses in an online mode.

The course is designed by industry experts to provide an edge to candidates in the data science job market. Madrid Software Training specializes in cloud computing, big data Hadoop, Mobile application development, and digital marketing.

The training upskills the candidates with practical and soft skills to meet the demands of a data science professional.

Course Curriculum

• Introduction to Data Science
• Python Concepts
• Analytics Concepts of Python
• Numpy Package
• Introduction to Pandas
• Data Manipulation Using Pandas
• Pandas Package
• Data Munging with Pandas
• Data Visualization with Matplotlib
• Data Cleaning Techniques
• Predictive Modeling Concepts
• Machine Learning Concepts
• Statistics
• SQL
• Unsupervised Learning
• Supervised Learning
• Principal Component Analysis
• Random Forest
• Support Vector Machine
• Tableau
• Case Studies
• Capstone Project

Course Name: Data Science Course

Certification: Yes

 

9. 365 Data Science

365 Data Science is an ed-tech company that offers data science courses. The course provided by the institute catapults the career of the candidates in their professional journey.

The candidates get technical expertise and soft skills that help them towards successful careers in the data science domain.

The course consists of concepts and projects based on real-life cases. The certificate issued by the institute is recognized by the industry and the candidates are job-ready. It is considered one of the top data science institutes in Iraq.

Course Curriculum

 Module 1: Data Science Fundamentals

•  Introduction to Data and Data Science
•  Data Strategy
•  Data Literacy
•  Introduction Excel
•  Data Analysis with Excel Pivot Tables
•  Advanced Microsoft Excel
•  Statistics
•  Intro to ChatGPT and Generative AI
•  Data Analysis with ChatGPT
•  Probability
•  Mathematics
•  Introduction to Tableau
•  Power BI
•  Building a career in Data Science: (Building Project Portfolio, Resume, and Interview Process)
•  SQL for Data Science Interviews
•  Thinking like a Data Scientist

 Module 2: Programming for Data Science

•  SQL
•  Advanced SQL
•  SQL + Tableau
•  Introduction to Jupyter
•  Introduction to Python
•  Python Programmer Bootcamp
•  Intermediate Python Programming
•  Git and GitHub
•  Introduction to R Programming
•  Data Visualization (Using Python, R, Tableau, and Excel)
•  Data Processing with NumPy
•  Data Cleaning and Preprocessing and Pandas
•  Dates and Times in Python
•  Working with Text Files in Python
•  Power Query and Data Modeling
•  Introduction to DAX
•  Building Business Reports Using Power BI

 Module 3: Machine and Deep Learning

•  Machine Learning (Python)
•  The Machine Learning Process A-Z
•  The Machine Learning Algorithms A-Z
•  Machine Learning: Business Applications and Coding Walkthroughs
•  Machine Learning with Naïve Bayes
•  Machine Learning with K-Nearest Neighbors
•  Machine Learning (Decision Trees and Random Forests)
•  Machine Learning with Support Vector Machines
•  ChatGPT for Data Science
•  Linear Algebra and Feature Selection
•  Deep Learning with TensorFlow 2
•  Convolutional Neural Networks with TensorFlow in Python
•  SQL + Tableau + Python
•  Machine Learning In Excel

 Module 4: Advanced Specialization

•  Introduction to NLP for AI
•  Intro to LLMs
•  Communication and Presentation Skills (Analysts and Managers)
•  Python for Social Media Analytics
•  Data-Driven Business Growth
•  A/B Testing in Python
•  Growth Analysis with SQL, Python, and Tableau
•  Sign-Up Flow Optimization Analysis (SQL and Tableau)
•  Fashion Analytics with Tableau
•  AI Applications for Business Success
•  Customer Analytics in Python
•  Credit Risk Modelling in Python
•  Time Series Analysis with Python
•  Python for Finance
•  Introduction to Business Analytics
•  Product Management for AI & Data Science

 Module 5: Business Specialization

•  Blockchain for Business
•  Project Management
•  Corporate Strategy
•  Marketing Strategy
•  Negotiation
•  Excel for Project Management
•  Agile and Scrum Project Management
•  Management
•  Persuasion and Influence

 Course Name: Data Science

 Certification: Yes

10. AnalytixLabs

AnalytixLabs is an e-learning service provider that offers data science courses in Iraq. AnalytixLabs is one of the renowned data science institutes in Iraq that provides relevant data science courses and certifications.

The course is designed for students coming from various backgrounds. Since its inception in 2011, the institute has played a significant role in providing businesses with data engineers and data scientists. The instructors are industry experts.

Course Curriculum

• Data Visualization and Analytics
• Building Blocks
• Data Analytics with Excel
• Data Analytics with SQL
• Data Visualization and Analytics with Tableau
• Data Analytics with VBA (learning)
• Data Science with Python
• Python Essentials (Core)
• Operations with NumPy (Numerical Python)
• Overview of Pandas
• Cleansing Data with Python
• Data Analysis using Python
• Data Visualization with Python
• Basic Visualization Tools
• Statistical Methods & Hypothesis Testing
• R for Data Science (Optional e-learning)

 

• Machine Learning Course
• Machine Learning & Text Mining
• Predictive Modeling & Machine Learning
• Text Mining using NLP
• Data science using R (Optional)
• Introduction to Artificial Intelligence (AI)
• Introduction to Deep Learning
• Artificial Neural Network
• Introduction to Google Colab/Kaggle workbooks
• Introduction to Cloud Computing
• Introduction to ML Ops
• Deployment of ML Model in the Cloud
• Business Problem Understanding
• Introduction to Industry & Functional Sessions
• Marketing Analytics
• Risk Analytics
• Operations Analytics
• Digital Analytics (Web Analytics)

Course Name: Data Science

Certification: Yes

Frequently Asked Questions

1. Are there any prerequisites for enrolling in a data science course?

There are no prerequisites, however, the data science institutes in Iraq are looking for candidates with a basic understanding of Mathematics, Statistics, and fundamental programming.

2. After completing a data science course what are the job opportunities for us?

After graduating from data science institutes in data science, below are the roles on offer for you:

• Data Scientist
• Data Analyst
• Data Architect
• Machine Learning Engineer
• Business Intelligence Analyst
• Data Engineer

3. Apart from the oil industry what are the industries where I can see myself as a data professional?

The courses offered by data science institutes in Iraq are suited for professional careers in the fields of

• Oil and Gas
• Banking and Finance
• Healthcare
• Telecommunications
• E-commerce

4. What salary can I expect after completing the data science courses offered by data science institutes in Iraq?

Currently, most of the data science professionals are outsourced. The salaries vary from industry to industry based on role and experience level. However, as per the data available over the internet, a junior data science professional can expect a starting salary of approximately USD 6,000 per annum. While experienced professionals can expect to earn above USD 10,000 per annum.

Conclusion

In a nutshell, the job market for data science courses is increasing at a fast pace across the industries. Iraq is heavily dependent on the oil industry, however, digital transformation and the rise of other sectors of the economy have given impetus to data science. The demand for skilled professionals in data science is ever-increasing in Iraq. For fast and balanced development of the economy, data-driven decision-making is a must which can be met by data scientists.