Introduction Course to Autoencoders, VAEs, and GANs
$49
ENROLL NOWCourse Overview
What You'll Learn
- This deep learning course provides a comprehensive introduction to Autoencoders, Variational Autoencoders (VAE), and Generative Adversarial Networks (GANs).
- Begin by exploring how autoencoders compress and reconstruct data, and discover how VAEs add probabilistic modeling to enhance generative capabilities.
- Learn the VAE training process and implement a VAE using TensorFlow for image generation with the MNIST dataset.
This deep learning course provides a comprehensive introduction to Autoencoders, Variational Autoencoders (VAE), and Generative Adversarial Networks (GANs). Begin by exploring how autoencoders compress and reconstruct data, and discover how VAEs add probabilistic modeling to enhance generative capabilities. Learn the VAE training process and implement a VAE using TensorFlow for image generation with the MNIST dataset. Progress to mastering GANs—understand their adversarial training approach, how the generator and discriminator interact, and explore real-world applications. Gain hands-on experience by building a GAN to generate realistic fake images through step-by-step demos. To be successful in this course, you should have a basic understanding of neural networks, machine learning concepts, and Python programming. By the end of this course, you’ll be able to: - Implement and train autoencoders and VAEs - Apply VAEs for generative tasks like image synthesis - Build and train GANs to generate realistic data - Understand and apply adversarial training in real-world use cases Ideal for aspiring AI developers, ML engineers, and data scientists exploring generative deep learning.
Course FAQs
Is this an accredited online course?
Accreditation for 'Introduction Course to Autoencoders, VAEs, and GANs' is determined by the provider, Simplilearn. For online college courses or degree programs, we strongly recommend you verify the accreditation status directly on the provider's website to ensure it meets your requirements.
Can this course be used for continuing education credits?
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How do I enroll in this online school program?
To enroll, click the 'ENROLL NOW' button on this page. You will be taken to the official page for 'Introduction Course to Autoencoders, VAEs, and GANs' on the Simplilearn online class platform, where you can complete your registration.
