Mastering Generative AI: Unleash the Power of AI Imagination with State-of-the-Art LLMs
Introduction:
What you’ll learn
- Practical Implementation of Generative Models: Gain hands-on experience in building and training generative models, including GANs and VAEs..
- Proficiency in Generative AI Concepts: Develop a strong understanding of generative AI fundamentals, including generative models, discriminative models.
- Leveraging Large Language Models (LLMs): Learn to harness the power of Large Language Models (LLMs) for real-world applications. Implement cutting-edge LLMs.
- Ethical Considerations and Best Practices: Acquire knowledge about ethical considerations in AI and generative models, including bias and fairness issues..
Course Content
- Introduction to Generative AI –> 7 lectures • 37min.
- Introduction to Generative Models –> 3 lectures • 26min.
- Generative Adversarial Networks (GANs) –> 5 lectures • 51min.
- Variational Autoencoders (VAEs) –> 2 lectures • 8min.
- Autoencoders –> 2 lectures • 9min.
- Large Language Models in Generative AI –> 2 lectures • 10min.
- Transformer-Based Generative Models –> 6 lectures • 32min.
- Mastering Prompt Engineering –> 9 lectures • 40min.
Requirements
Introduction:
Welcome to “Mastering Generative AI,” a comprehensive Udemy course designed to demystify the world of Generative Artificial Intelligence. Whether you’re a novice or an experienced professional, this course provides a structured journey through the key concepts and advanced techniques that power the realm of Generative AI.
Section 1: Introduction to Generative AI
In the opening section, we set the stage with a warm welcome and a course overview, followed by a deep dive into the fundamentals of Artificial Intelligence. Discover the different types of learning in AI, unravel the mysteries of Neural Networks, and explore the significance of Deep Learning. This section culminates in a captivating exploration of Generative AI and its real-world applications, complete with a hands-on demo of Deep Learning.
Section 2: Introduction to Generative Models
Moving forward, Section 2 introduces Generative Models, providing a solid foundation for understanding their intricacies. Delve into the diversity of Generative Models and put your knowledge to the test with an engaging quiz.
Section 3: Generative Adversarial Networks (GANs)
The course progresses into the heart of Generative AI with a detailed examination of Generative Adversarial Networks (GANs). Understand their components, explore variants, and witness a live demonstration of generator and discriminator dynamics. Address the challenges, ethical considerations, and future trends in GANs, all while testing your knowledge with an insightful quiz.
Section 4: Variational Autoencoders (VAEs)
Section 4 takes you on a journey through Variational Autoencoders (VAEs), exploring their architecture, training methods, and practical applications. Watch a captivating demo showcasing VAEs in action and solidify your understanding with a quiz.
Section 5: Autoencoders
Autoencoders take center stage in Section 5, unraveling their architecture, training processes, and real-world applications. Experience the power of Autoencoders in image compression and denoising through a live demo, and assess your knowledge with a comprehensive quiz.
Section 6: Large Language Models in Generative AI
In Section 6, we introduce Large Language Models (LLMs) and delve into their architecture. Explore the future possibilities of LLMs and witness their real-world applications. A quiz awaits to challenge your comprehension.
Section 7: Transformer-Based Generative Models
Discover the transformative power of Transformer-Based Generative Models in Section 7. From their introduction to practical applications, including text generation, translation, sentiment analysis, and creative content generation, this section is packed with knowledge. Engage in hands-on demos and test your understanding with a quiz.
Section 8: Mastering Prompt Engineering
The final section brings it all together with a deep dive into Prompt Engineering. Learn the fundamentals, design effective prompts, and explore various prompt patterns. Real-world applications and advanced techniques are covered, with a quiz to consolidate your expertise.
Embark on this journey of mastering Generative AI, and unlock the potential to create groundbreaking solutions. Enroll now and become a proficient Generative AI practitioner!