Generative AI Basics: Fundamentals to Real-World Impacts

Uncover the facility of Generative AI with this complete beginner-friendly course! You’ll begin with the basics of Generative AI and discover its wide-ranging purposes throughout industries. By sensible, hands-on workouts, you’ll study to construct AI fashions like Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), and Recurrent Neural Networks (RNNs) to generate photographs, textual content, and extra.

What you’ll study:

• Lesson 1: Introduction to Generative AI
  • Perceive what Generative AI is and its key purposes.
  • Discover various kinds of Generative AI fashions and their challenges.
  • Fingers-on: Arrange your surroundings to begin constructing AI fashions.
• Lesson 2: Generative Adversarial Networks (GANs)
  • Uncover the structure and coaching technique of GANs for picture technology.
  • Fingers-on: Implement and prepare your personal GAN mannequin.
• Lesson 3: Variational Autoencoders (VAEs)
  • Find out how VAEs work, together with their encoder-decoder construction and goal operate.
  • Fingers-on: Construct and apply VAE fashions to generate knowledge.
• Lesson 4: Sequence Technology with Recurrent Neural Networks (RNNs)
  • Grasp RNNs and LSTMs for textual content and sequence technology.
  • Fingers-on: Prepare RNN fashions for textual content technology duties.
• Lesson 5: Switch Studying in Generative AI
  • Apply switch studying rules to fine-tune pre-trained fashions for generative duties.
  • Fingers-on: Use switch studying in picture and textual content technology.

By the top of this course, you should have the information and sensible expertise to use Generative AI fashions in real-world tasks. This course is ideal for novices trying to dive into the thrilling area of AI and professionals desirous to develop their experience in AI-powered creativity.