Master Generative AI: Learn the Basics and Apply It to Real-World Solutions
What you will learn
Understand the core principles of Generative AI and how it differs from traditional AI models.
Create and fine-tune basic prompts to generate text, images, or other media using AI tools.
Apply Generative AI techniques to solve real-world problems across various industries.
Explore the ethical considerations and impacts of using Generative AI in different applications.
Why take this course?
Discover the power of Generative AI with this comprehensive beginner-friendly course! You’ll start with the fundamentals of Generative AI and explore its wide-ranging applications across industries. Through practical, hands-on exercises, you’ll learn to build AI models like Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), and Recurrent Neural Networks (RNNs) to generate images, text, and more.
What you’ll learn:
- Lesson 1: Introduction to Generative AI
- Understand what Generative AI is and its key applications.
- Explore different types of Generative AI models and their challenges.
- Hands-on: Set up your environment to start building AI models.
- Lesson 2: Generative Adversarial Networks (GANs)
- Discover the architecture and training process of GANs for image generation.
- Hands-on: Implement and train your own GAN model.
- Lesson 3: Variational Autoencoders (VAEs)
- Learn how VAEs work, including their encoder-decoder structure and objective function.
- Hands-on: Build and apply VAE models to generate data.
- Lesson 4: Sequence Generation with Recurrent Neural Networks (RNNs)
- Master RNNs and LSTMs for text and sequence generation.
- Hands-on: Train RNN models for text generation tasks.
- Lesson 5: Transfer Learning in Generative AI
- Apply transfer learning principles to fine-tune pre-trained models for generative tasks.
- Hands-on: Use transfer learning in image and text generation.
By the end of this course, you will have the knowledge and practical skills to apply Generative AI models in real-world projects. This course is perfect for beginners looking to dive into the exciting field of AI and professionals wanting to expand their expertise in AI-powered creativity.