Illinois Tech
Data Analytics and Deep Learning Specialization
Illinois Tech

Data Analytics and Deep Learning Specialization

Master Data Analytics and Deep Learning Techniques. Learn advanced data preprocessing, big data technologies, and deep learning to build predictive models and analyze complex datasets.

Ming-Long Lam
Yousef Elmehdwi
Jawahar Panchal

Instructors: Ming-Long Lam

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Get in-depth knowledge of a subject
4.2

(6 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
4.2

(6 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

  • How to preprocess and analyze data using various techniques

  • Implementation of big data technologies like Hadoop and Spark

  • Application of deep learning models to solve complex problems

Details to know

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Taught in English
Recently updated!

May 2025

118 practice exercises

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Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from Illinois Tech

Specialization - 3 course series

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

Big Data Technologies

Course 297 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, Big Data, NoSQL, Distributed Computing, Apache Kafka, MongoDB, Apache Hadoop, Data Lakes, Data Analysis, Real Time Data, Data Processing, Apache Hive, Data Ethics, Databases, Cloud Computing, Database Management Systems, Data Infrastructure, Data Storage Technologies, and Scalability
Deep Learning

Deep Learning

Course 357 hours

What you'll learn

Skills you'll gain

Deep Learning, Artificial Neural Networks, Computer Vision, Network Architecture, Machine Learning, Performance Tuning, Natural Language Processing, PyTorch (Machine Learning Library), Keras (Neural Network Library), Generative AI, and Tensorflow

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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

Ming-Long Lam
Illinois Tech
1 Course1,905 learners

Offered by

Illinois Tech

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