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
Intermediate level

Recommended experience

6 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Build toward a degree
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

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

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

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Taught in English
Recently updated!

May 2025

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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

Category: Data Analysis
Category: Scikit Learn (Machine Learning Library)
Category: Data Manipulation
Category: Data Mining
Category: Regression Analysis
Category: Classification And Regression Tree (CART)
Category: Machine Learning
Category: Unsupervised Learning
Category: Decision Tree Learning
Category: Data Cleansing
Category: Analytics
Category: Data Presentation
Category: Exploratory Data Analysis
Category: Data Science
Category: Feature Engineering
Category: Statistical Modeling
Category: Applied Machine Learning
Category: Data Visualization
Category: Statistical Analysis
Category: Machine Learning Algorithms
Category: Python Programming

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

Category: Databases
Category: Apache Hive
Category: Apache Hadoop
Category: Data Management
Category: Real Time Data
Category: Data Processing
Category: Data Architecture
Category: Database Management Systems
Category: Software Design Patterns
Category: Data Infrastructure
Category: Scalability
Category: Distributed Computing
Category: NoSQL
Category: Apache Kafka
Category: Data Lakes
Category: Apache Spark
Category: Big Data
Category: Cloud Computing
Category: MongoDB
Category: Apache Cassandra

Deep Learning

Course 357 hours4.6 (21 ratings)

What you'll learn

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: PyTorch (Machine Learning Library)
Category: Artificial Neural Networks
Category: Deep Learning
Category: Tensorflow
Category: Natural Language Processing
Category: Generative AI
Category: Keras (Neural Network Library)
Category: Computer Vision
Category: Machine Learning
Category: Image Analysis

Instructors

Ming-Long Lam
Illinois Tech
1 Course1,283 learners

Offered by

Illinois Tech

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

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