Illinois Tech
Data Analytics and Big Data Specialization
Illinois Tech

Data Analytics and Big Data Specialization

Build Expertise in Data Analytics and Big Data. Gain expertise in relational databases and big data technologies to manage datasets.

Gerald Balekaki
Ming-Long Lam
Yousef Elmehdwi

Instructors: Gerald Balekaki

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Get in-depth knowledge of a subject
4.8

(5 reviews)

Intermediate level

Recommended experience

6 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.8

(5 reviews)

Intermediate level

Recommended experience

6 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Design and implement relational databases using SQL

  • Manage and process big data using technologies like Hadoop and Spark

  • Perform data analysis and preprocessing to extract valuable insights

Details to know

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Taught in English
Recently updated!

May 2025

148 practice exercises

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  • Learn in-demand skills from university and industry experts
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  • Develop a deep understanding of key concepts
  • Earn a career certificate from Illinois Tech

Specialization - 5 course series

What you'll learn

  • Describe what relational databases are, and how they are used.

  • Master the Relational Database Model.

  • Demonstrate comprehensive SQL skills.

Skills you'll gain

Relational Databases, SQL, Database Design, Database Theory, User Accounts, Data Modeling, Database Management Systems, Database Architecture and Administration, Data Manipulation, Databases, Database Systems, Query Languages, Data Access, and Database Management
Relational Database Design

Relational Database Design

Course 247 hours

What you'll learn

  • Describe the process and the design aspects involved in relational database design.

  • Develop entity-relationship diagrams using basic and extended Entity-relationship features in relational design.

  • Identify and apply normalization techniques.

Skills you'll gain

Conceptual Design, Database Theory, Database Design, Data Modeling, Dependency Analysis, Databases, Database Architecture and Administration, Database Management, Unified Modeling Language, Data Integrity, Relational Databases, and Requirements Analysis

What you'll learn

  • Implement relational database and usage of indexes, views, triggers, temporary tables, functions, and stored procedures.

  • Develop database-driven applications using programming languages, such as Java, Python or C/C++ and frameworks.

  • Describe transaction and concurrency control concepts in relational databases.

Skills you'll gain

SQL, Relational Databases, Stored Procedure, Transaction Processing, MySQL, Data Structures, Data Integrity, Database Development, Database Management, Database Design, Java, and Performance Tuning

What you'll learn

  • 1. Apply appropriate techniques for generating insights from data.

    2. Present actionable solutions with confidence to the business stakeholders.

Skills you'll gain

Data Mining, Feature Engineering, Statistical Modeling, Data Analysis, Classification And Regression Tree (CART), Python Programming, Decision Tree Learning, Regression Analysis, Machine Learning, Data Visualization, Data Cleansing, Machine Learning Algorithms, Statistical Analysis, Data Science, Exploratory Data Analysis, Analytics, Scikit Learn (Machine Learning Library), and Data Manipulation
Big Data Technologies

Big Data Technologies

Course 597 hours

What you'll learn

  • Understanding and identifying use cases and domains of Big Data problems

  • Selecting and implementing technical solutions involving Big Data systems

  • Develop and use various open source software systems (Apache) in the Big Data tech stack

  • Operate and run various cloud computing software services (AWS) in the Big Data infrastructure space

Skills you'll gain

Apache Spark, Distributed Computing, NoSQL, Big Data, Apache Hadoop, Data Lakes, Data Processing, Apache Cassandra, Data Storage Technologies, Apache Kafka, MongoDB, Real Time Data, Apache Hive, Database Management Systems, Cloud Computing, Databases, Data Infrastructure, Informatics, Data Management, and Data Architecture

Earn a career certificate

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Build toward a degree

This Specialization is part of the following degree program(s) offered by Illinois Tech. If you are admitted and enroll, your completed coursework may count toward your degree learning and your progress can transfer with you.¹

 

Instructors

Gerald Balekaki
Illinois Tech
3 Courses5,202 learners
Ming-Long Lam
Illinois Tech
1 Course1,930 learners

Offered by

Illinois Tech

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