Deep Learning

This learning track introduces the fundamental concepts of Deep Learning, starting with the simple Perceptron model to understanding and implementing the advanced Neural Network models like ANN, CNN and RNN on different kinds of data such as images, sequential data for predictive modeling.

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    Difficulty: Intermediate

    Foundational education or some experience is recommended

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    Duration: Approximately 4-5 weeks

    Suggested learning pace is 5hr/week

Course Overview

  • Learn the basic concepts of deep learning, working principle of the perceptron model, and the different types of Neural Network models.
  • Learn the theoretical concepts behind various advanced Neural network models, hyperparameters, regularization techniques, and optimization techniques.
  • Learn how to build and train robust CNN and RNN models to perform predictive modeling on Image and Sequential Data respectively.
  • Learn how to apply the concepts learned on live data across industries and generate business insights.

What’s included


Shareable Certificate

Earn a sharable certificate upon completion


Lifetime Access

Access this learning track for life once completed


Flexible Scheduling

Start learning online immediately, at your own pace


Desktop Only

We recommend completing this learning track on a desktop

Skills You Will Learn

Deep Learning





Neural Network

Model Architectures

Model Training

Model Implementation





  • Introduction to Neural Networks
  • Artificial Neural Networks in Python
  • Recurrent Neural Networks in Python
  • Convolutional Neural Networks in Python

How it Works

Learn new skills that will boost your career by enrolling in courses across data analytics, data science, ML and AI. These courses will utilize readings, videos, quizzes, data cases, and even coding exercises to teach you skills and concepts in a way that will solidify your new knowledge for hands-on application.

With our hands-on projects, you will take your newly learned skills along with our 750+ low-code/no-code functions and embedded coding console to complete milestone-based projects. Once completed, you will have effectively applied new skills and concepts to real-world data cases that can be translated directly into your career.

Complete assessments and track your progress in real-time to benchmark your proficiency in relation to key functional areas. As you progress through your courses, our patented platform will utilize ML and AI to record and analyze your inputs and output to provide active feedback and recommendations that will help you learn more effectively than the standard Letter Grade system used today.

Complete courses to earn sharable certificates and badges. These awarded items will be look great in your portfolio as you showcase your skills and project experience to employers and colleagues.

Learner Outcomes

Complete learning tracks to earn shareable certificates and badges. These awarded items will look great in your portfolio as you showcase your skills, projects, and experience to employers and colleagues.

  • Understanding of the basic concepts of Deep Learning, the working principle of the Perceptron model, Multi-Layered perceptron and different model architectures.
  • Understanding of the mathematical details and theory behind different advanced Neural Network Models, hyperparameters involved, optimization schemes and regularization techniques.
  • Ability to build and train robust CNN and RNN models in Python on image and sequential data for predictive modeling.
  • Interpret and visualize the outcome of the various applied techniques.

“Rolai provides contextual upskilling opportunities … on one single platform.”

Sundar Ramamoorthy
Managing Director of Solutions.AI, Global Products & Delivery Lead at Accenture

“An excellent tool for anyone who wants to quickly learn the ropes.”

Sanket Kawde
Head Data and Analytics at CitiBank India

“Rolai is the best program available for someone looking to enhance their skills”

Connor McEachron
Planning & Analytics @ Brooks Brothers

“Great way to learn data analytics and data science”

Balaji Reddy
Manager – Applications Development

“The courses were excellent and covered topics that I didn’t expect”

Aadarsha G
Student At Ohio Wesleyan University
All the Most Frequently Asked Questions

What People Are Asking About Data Education

Rolai’s patented process provides a personalized learning process for each user. Rolai goes deeper than simply learning concepts and testing your skills. At Rolai, learners can apply their skills to actual industry use cases and projects.

Our courses include readings, videos, quizzes, and hands-on data cases that are completed using our virtual lab; give learners an applied learning experience.

No additional tools are needed to begin learning with Rolai. Our virtual lab contains the necessary data workspace and an embedded coding console.

  • We have internal SMEs across industries and domains that we work with to develop relevant content and assure quality datasets and problem statements.
  • We also work with enterprises and universities to develop new content directed towards their industry and expertise.