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Unlock the Power of Generative AI: Master the Fundamentals and Explore Boundless Possibilities.
Gain a solid foundation in generative AI with this beginner-friendly course.
Course Highlights:
This comprehensive introduction equips you with the essential knowledge to navigate the rapidly evolving generative AI landscape confidently.
Week 1: Foundations of Generative AI
- Learn what generative AI is and how it has evolved from early AI to the large language models used today
- Understand how these models work in applications by learning about model architectures and the training process
- Get an overview of major foundation models like ChatGPT and Hugging Face, highlighting their capabilities and limitations
- Explore the generative AI landscape, comparing options like open source models, local models, and cloud APIs
Week 2: Interacting with Models
- Learn the fundamentals of prompt engineering to interact effectively with generative AI models
- Understand the concept of few-shot prompting and practice basic prompting techniques using context and examples
- Learn methods for improving prompts through personas, detailed instructions, and iteration based on feedback
- Explore more advanced skills like breaking down tasks, chaining prompts, and other techniques to overcome context limitations
Week 3: Building Robust Generative AI Systems
- Explore different types of generative AI applications, including API-based, embedded model, and multi-model systems
- Learn the fundamentals of building robust applications using techniques like Retrieval Augmented Generation (RAG) to improve context
- Gain hands-on experience testing an application locally and deploying it on the cloud using tools like Azure
"This course really helped with my current work. It's so useful to learn about AI as more workplaces seem to be moving in that direction." - Previous Student
Q: Are there any prerequisites for this course?
A: There are no formal prerequisites. This introductory course is designed for beginners with no prior knowledge of generative AI. However, a general interest in and familiarity with AI will be helpful.
Q: What will I learn in this course?
A: In this course, you will gain a foundational understanding of what generative AI is, how it works, and its capabilities and limitations. You'll learn and practice prompt engineering techniques to effectively interact with AI models. The course also covers how to build and deploy your own generative AI applications.
Q: How is the course content delivered?
A: The course is delivered through a mix of lecture videos, readings, discussions, hands-on labs, and graded quizzes. You'll also have opportunities to experiment with leading generative AI systems.
Q: What tools or software will I need for this course?
A: You will get hands-on experience with open source models, cloud APIs, and deploying applications on platforms like Azure. Specific setup instructions will be provided in the course. Access to a computer with a stable internet connection is required.
Q: How long will the course take to complete?
A: The course is self-paced, but the estimated total time commitment is around 10-12 hours per week over 3 weeks. This includes time for watching lectures, completing assignments, and engaging in discussions.
Q: Will I receive a certificate upon completing the course?
A: Yes, if you pass all graded assignments, you will receive a verified certificate of completion that you can share with your professional network. You must achieve a score of at least 70% on all required assignments to pass.
Q: Who can I contact if I have questions during the course?
A: If you have any course-related questions, you can post them in the discussion forums. The course instructors and teaching assistants monitor the forums and will respond to your questions. For technical issues with the edX platform, you can contact edX support.
Who can take this course?
Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.
Who can take this course?
Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.
