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team
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Look inside
Protect your model by implementing adversarial training, the easiest method of safeguarding against adversarial attacks. You’ll load your dataset, learn its structure, and examine a few random samples using OpenCV or Matplotlib. Using Numpy, you’ll prepare your dataset for training, then you’ll use FGSM to generate malicious input for both untargeted and targeted attacks on a trained DL model. For each type of attack, you’ll evaluate your model before and after you apply adversarial training-based mitigation methods, gauging the success of your defense.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
book resources
When you start your liveProject, you get full access to the following books for 90 days.
prerequisites
This liveProject is for intermediate Python programmers who know the basics of data science. To begin this liveProject, you’ll need to be familiar with the following:
TOOLS- Intermediate Python
- Jupyter Notebook
- Model classification
- Evaluate model performance
- Basic plotting using Matplotlib
- Computer vision basics (reading and displaying images, and converting and resizing them into feature vectors)
you will learn
In this liveProject, you’ll learn to implement adversarial training to protect DL models from untargeted and targeted attacks.
- Load CNN-based image classifier model using Keras
- Visualize images and parts of your model using cv2
- Visualize images and parts of your neural network using Matplotlib
- Perform mathematical operations on images using NumPy
features
- Self-paced
- You choose the schedule and decide how much time to invest as you build your project.
- Project roadmap
- Each project is divided into several achievable steps.
- Get Help
- While within the liveProject platform, get help from other participants and our expert mentors.
- Compare with others
- For each step, compare your deliverable to the solutions by the author and other participants.
- book resources
- Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
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- choose twelve free products per year
- exclusive 50% discount on all purchases
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Adversarial Training project for free
Adversarial Training project for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
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Adversarial Training project for free
