In this capstone, learners will apply their deep learning knowledge and expertise to a real world challenge. They will use a library of their choice to develop and test a deep learning model. They will load and pre-process data for a real problem, build the model and validate it. Learners will then present a project report to demonstrate the validity of their model and their proficiency in the field of Deep Learning.
AI Capstone Project with Deep Learning
AI Capstone Project with Deep Learning
This course is part of multiple programs.
Instructors: Alex Aklson
Sponsored by Barbados NTI
27,756 already enrolled
Gain insight into a topic and learn the fundamentals.
4.5
(594 reviews)
Advanced level
Designed for those already in the industry
16 hours to complete
3 weeks at 5 hours a week
Flexible schedule
Learn at your own pace
What you'll learn
Build a deep learning model to solve a real problem.
Execute the process of creating a deep learning pipeline.
Apply knowledge of deep learning to improve models using real data.
Demonstrate ability to present and communicate outcomes of deep learning projects.
Skills you'll gain
Details to know
Shareable certificate
Add to your LinkedIn profile
Assessments
7 assignments
Taught in English
See how employees at top companies are mastering in-demand skills
Build your subject-matter expertise
This course is available as part of
When you enroll in this course, you'll also be asked to select a specific program.
- Learn new concepts from industry experts
- Gain a foundational understanding of a subject or tool
- Develop job-relevant skills with hands-on projects
- Earn a shareable career certificate from IBM
Earn a career certificate
Add this credential to your LinkedIn profile, resume, or CV
Share it on social media and in your performance review
There are 4 modules in this course
In this module, you will get introduced to the problem that we will try to solve throughout the course. You will also learn how to load the image dataset, manipulate images, and visualize them.
What's included
4 videos3 assignments2 app items
In this Module, you will mainly learn how to process image data and prepare it to build a classifier using pre-trained models.
What's included
1 video2 assignments2 app items
In this Module, in the PyTorch part, you will learn how to build a linear classifier. In the Keras part, you will learn how to build an image classifier using the ResNet50 pre-trained model.
What's included
1 video2 assignments2 app items
In this Module, in the PyTorch part, you will complete a peer review assessment where you will be asked to build an image classifier using the ResNet18 pre-trained model. In the Keras part, for the peer review assessment, you will be asked to build an image classifier using the VGG16 pre-trained model and compare its performance with the model that we built in the previous Module using the ResNet50 pre-trained model.
What's included
1 video2 peer reviews1 app item
Offered by
Why people choose Coursera for their career
Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
Learner reviews
4.5
594 reviews
- 5 stars
70.97%
- 4 stars
18.62%
- 3 stars
6.20%
- 2 stars
2.34%
- 1 star
1.84%
Showing 3 of 594
SK
5
Reviewed on May 6, 2020
The Course is good, The labs were crashing which were causing lot of issues in completing the course
AF
5
Reviewed on Apr 4, 2021
A nice project to better understand the concepts learnt in the other courses of the program.
SS
5
Reviewed on Nov 17, 2020
AI Capstone project was really Interesting. I learned a lot during project. Thanks Team
Recommended if you're interested in Data Science
DeepLearning.AI
University of California, Santa Cruz
Open new doors with Coursera Plus
Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose Coursera for Business
Upskill your employees to excel in the digital economy